{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0.微积分\n",
    "**微积分**（Calculus）是数学的一个分支，中文名称来自于微积分学中所讨论的两大重要部分：微分与积分的合称。但进入微分与积分之前，会先讨论函数与极限，作为后续项目的基础，然后才进入微分与导数，最后才讨论积分。\n",
    "\n",
    "<br>就这三个字个别的字义而言， 何为<b>微积分</b>？　\n",
    "<br><big><b>微</b></big>的意思是很小的东西，如微生物。\n",
    "<br><big><b>积</b></big>就是加起来的意思。\n",
    "<br><big><b>积分</b></big>的意思就是把极小的东西加起来。 \n",
    "<br><big><b>微</b></big>，是<big><b>积</b></big>的相反。\n",
    "# 0.环境配置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import sympy as sp\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] #指定默认字体   \n",
    "plt.rcParams['axes.unicode_minus'] = False #解决保存图像是负号'-'显示为方块的问题\n",
    "x, y, z, t = sp.symbols('x y z t')\n",
    "a,b,c=sp.symbols('a,b,c',real=True)\n",
    "k, m, n = sp.symbols('k m n', integer=True)\n",
    "f, g, h = sp.symbols('f g h', cls=sp.Function)\n",
    "sp.init_printing()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 函数\n",
    "## 1.1. 函数的定义和分类\n",
    "函数的定义：给定一个数集A，假设其中的元素为x。现对A中的元素x施加对应法则f，记作$f（x）$，得到另一数集B。假设B中的元素为y。则y与x之间的等量关系可以用$y=f（x）$表示。我们把这个关系式就叫函数关系式，简称函数。函数概念含有三个要素：定义域A、值域C和对应法则f。其中核心是对应法则f，它是函数关系的本质特征。\n",
    "\n",
    "通俗来说，我们可以将函数(functions)想象成一台机器f ，每当我们向机器提供输入x，这台机器便会产生输出$f（x）$。这台机器所能接受的所有输入的集合称为定义域(domain)，其所有可能输出的集合称为值域(range)。函数的定义域和值域有着非常重要的意义，如果我们知道一个函数的定义域，便不会将不合适的输入丢给函数；知道函数的值域，便能判断一个值是否可能是这个函数所输出的。\n",
    "\n",
    "函数分为初等函数和非初等函数。初等函数是由基本初等函数经过有限次的四则运算和复合运算所得到的函数。基本初等函数和初等函数在其定义区间内均为连续函数。不是初等函数的函数，称为非初等函数，如狄利克雷函数和黎曼函数。关于基本初等函数，目前有两种分类方法：数学分析有六种基本初等函数，高等数学只有五种。\n",
    "* 高等数学将基本初等函数归为五类：幂函数、指数函数、对数函数、三角函数、反三角函数。\n",
    "* 数学分析将基本初等函数归为六类：幂函数、指数函数、对数函数、三角函数、反三角函数、常数函数。\n",
    "\n",
    "## 1.2. 基本初等函数\n",
    "\n",
    "### 1.2.1. 幂函数\n",
    "幂函数的一般形式是$y=x^a$,但中学阶段仅研究a为有理数的情形（a为无理数时取其近似的有理数），这时可表示为$y=x^{\\frac m n*(-1)^k}={(\\sqrt[n]{x^m})}^{(-1)^k},m,n,k \\in \\mathbb{R},m和n互质$。当n=1时，为整数指数幂。\n",
    "幂函数的分类：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 当m，n都为奇数，k为偶数时，如$y=x，y=x^3，y=x^{\\frac35}$等，定义域、值域均为R，为奇函数；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daa8d96fd0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs=[\n",
    "    (1,1,2),\n",
    "    (3,1,2),\n",
    "    (3,5,2),\n",
    "]\n",
    "fs=[sp.sign(x)*(sp.Abs(x)**a)**(1/(b*(-1)**c)) if a%2 and b%2 and b>1 else (x**a)**(1/(b*(-1)**c))  for a,b,c in fs]\n",
    "xa=np.linspace(-np.pi,np.pi,10000)\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs},index=xa)\\\n",
    ".applymap(lambda i:np.nan if np.imag(i)!=0 else np.real(i)).plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 当m，n都为奇数，k为奇数时，如$y=x^{-1}=\\frac1x，y=x^{-3}，y=x^{-\\frac35}$等，$domain、range\\in\\mathbb{R}\\mid\\not= 0,也就是\\in(-\\infty,0)\\cup(0,\\infty)$，为奇函数；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daaaf71438>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs=[\n",
    "    (1,1,1),\n",
    "    (3,1,1),\n",
    "    (3,5,1), \n",
    "]\n",
    "fs=[sp.sign(x)*(sp.Abs(x)**a)**(1/(b*(-1)**c)) if a%2 and b%2 and b>1 else (x**a)**(1/(b*(-1)**c))  for a,b,c in fs]\n",
    "xa=np.linspace(-np.pi,np.pi,10000)\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs},index=xa)\\\n",
    ".applymap(lambda i:np.nan if np.imag(i)!=0 else np.real(i)).plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 当m为奇数，n为偶数，k为偶数时，如$y=x^{\\frac12}=\\sqrt x,y=x^{\\frac 3 4}=\\sqrt[4]{x^3}$，定义域、值域均为$(0,+\\infty)$，为非奇非偶函数；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<string>:2: RuntimeWarning: invalid value encountered in power\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daab02f400>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs=[\n",
    "    (1,2,2),\n",
    "    (3,4,2),\n",
    "]\n",
    "fs=[sp.sign(x)*(sp.Abs(x)**a)**(1/(b*(-1)**c)) if a%2 and b%2 and b>1 else (x**a)**(1/(b*(-1)**c))  for a,b,c in fs]\n",
    "xa=np.linspace(-np.pi,np.pi,10000)\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs},index=xa)\\\n",
    ".applymap(lambda i:np.nan if np.imag(i)!=0 else np.real(i)).plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 当m为奇数，n为偶数，k为奇数时，如$y=x^{-\\frac12}=\\frac{1}{\\sqrt x},y=x^{-\\frac 3 4}=\\frac1{\\sqrt[4]{x^3}}$，定义域、值域均为$(0,+\\infty)$，为非奇非偶函数；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<string>:2: RuntimeWarning: invalid value encountered in power\n",
      "<string>:2: RuntimeWarning: invalid value encountered in power\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daab097a20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs=[\n",
    "    (1,2,1),\n",
    "    (3,4,1),\n",
    "]\n",
    "fs=[sp.sign(x)*(sp.Abs(x)**a)**(1/(b*(-1)**c)) if a%2 and b%2 and b>1 else (x**a)**(1/(b*(-1)**c))  for a,b,c in fs]\n",
    "xa=np.linspace(-np.pi,np.pi,10000)\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs},index=xa)\\\n",
    ".applymap(lambda i:np.nan if np.imag(i)!=0 else np.real(i)).plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 当m为偶数，n为奇数，k为偶数时，如$y=x^2,y=x^{\\frac23}$等，定义域为R,值域为$[0,+\\infty)$，为偶函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daab12b400>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs=[\n",
    "    (2,1,2),\n",
    "    (2,3,2),\n",
    "    (4,3,2)\n",
    "]\n",
    "fs=[sp.sign(x)*(sp.Abs(x)**a)**(1/(b*(-1)**c)) if a%2 and b%2 and b>1 else (x**a)**(1/(b*(-1)**c))  for a,b,c in fs]\n",
    "xa=np.linspace(-np.pi,np.pi,10000)\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs},index=xa)\\\n",
    ".applymap(lambda i:np.nan if np.imag(i)!=0 else np.real(i)).plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 当m为偶数，n为奇数，k为奇数时，如$y=x^{-2}=\\frac1{x^2},y=x^{-\\frac23}$等，定义域为${x\\in\\mathbb{R}\\mid x\\not=0},也就是(-\\infty,0)\\cup(0,\\infty),值域为(0,+\\infty)$，为偶函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daac1d9908>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs=[\n",
    "    (2,1,1),\n",
    "    (2,3,1),    \n",
    "    (4,3,1)\n",
    "]\n",
    "fs=[sp.sign(x)*(sp.Abs(x)**a)**(1/(b*(-1)**c)) if a%2 and b%2 and b>1 else (x**a)**(1/(b*(-1)**c))  for a,b,c in fs]\n",
    "xa=np.linspace(-np.pi,np.pi,10000)\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs},index=xa)\\\n",
    ".applymap(lambda i:np.nan if np.imag(i)!=0 else np.real(i)).plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.2.指数函数\n",
    "指数函数的形式为$y=a^x,a>0,a\\not=1,x\\in\\mathbb{R},y\\in(0,\\infty)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABYAAAAUCAYAAACJfM0wAAAABHNCSVQICAgIfAhkiAAAAQBJREFUOI3t1DEohVEYxvHfvShlUMrKYKdktRiEzWBVRlYGZTBJMikpGWSlWMggSWGQ3WA23JUMcsPwvbduX9zv0/2UwVOn03PO2/88dd5z+GOawit669Y28IDuZsAl3GEn/AIq6GsGWtMo3rCIJwwVAa3pBlWMZRVe46PBuKyrHcEL3jGYBrWm/BHOvjhwBj24CD+AQ8xhEisYz0qd1nqk3UVZ0gmPWIr9/kg9nBdYwlZAN8N34R7bqdp9XOWBtmAvoGt5k2SpDQcBXS4K2o7jgM4XBe3AueQiZouCdkp6uIrpIoClmE8wgVucflO7Kvl4cquMZ41fXOXHkf/16/oEpxQ8o5yiXrEAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$z^{x}$$"
      ],
      "text/plain": [
       " x\n",
       "z "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expr=z**x\n",
    "expr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daac2b74a8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f1=sp.lambdify(x,expr.subs(z,.5),\"numpy\")\n",
    "f2=sp.lambdify(x,expr.subs(z,2),\"numpy\")\n",
    "xa=np.arange(-np.pi,np.pi,.1)\n",
    "pd.DataFrame(data={r\"${y=(.5)}^x$\":f1(xa),r\"$y=2^x$\":f2(xa)},index=xa).\\\n",
    "plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "指数函数中，经常会用到欧拉常数$e$，其中$e^{x} = \\sum_{k=0}^{\\infty} \\frac{x^{k}}{k!}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$e^{x}$$"
      ],
      "text/plain": [
       " x\n",
       "ℯ "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expr1=sp.E**x\n",
    "expr1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\sum_{k=0}^{6} \\frac{x^{k}}{k!}$$"
      ],
      "text/plain": [
       "  6     \n",
       " ____   \n",
       " ╲      \n",
       "  ╲    k\n",
       "   ╲  x \n",
       "   ╱  ──\n",
       "  ╱   k!\n",
       " ╱      \n",
       " ‾‾‾‾   \n",
       "k = 0   "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expr2=sp.Sum(x**k/sp.factorial(k),(k,0,6))\n",
    "expr2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daab06ae10>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f1=sp.lambdify(x,expr1,'numpy')\n",
    "f2=sp.lambdify(x,expr2,'math')\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(expr1)):f1(xa),\"${}$\".format(sp.latex(expr2)):f2(xa)},index=xa).\\\n",
    "plot(xlim=(-np.pi,np.pi),ylim=(-np.pi,np.pi),figsize=(5,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.3.对数函数\n",
    "对数函数的形式为$y=\\log _a^x,a>0,a\\not=1，x\\in(0,\\infty),y\\in\\mathbb{R}$,相对于指数来说，对数函数是以幂为自变量，指数为因变量，底数为常量的函数。指数函数和对数函数互为反函数，对数的形式可以转为$x=a^y$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\frac{\\log{\\left (x \\right )}}{\\log{\\left (2 \\right )}}$$"
      ],
      "text/plain": [
       "log(x)\n",
       "──────\n",
       "log(2)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expr2=sp.log(x,2)\n",
    "expr2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\log{\\left (x \\right )}$$"
      ],
      "text/plain": [
       "log(x)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expre=sp.log(x,sp.E)\n",
    "expre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\frac{\\log{\\left (x \\right )}}{\\log{\\left (10 \\right )}}$$"
      ],
      "text/plain": [
       " log(x)\n",
       "───────\n",
       "log(10)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expr10=sp.ln(x,10)\n",
    "expr10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daac24fc18>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xa=np.arange(.1,3,.1)\n",
    "fs=[(expr2,sp.lambdify(x,expr2))\n",
    "    ,(expre,sp.lambdify(x,expre))\n",
    "    ,(expr10,sp.lambdify(x,expr10))\n",
    "]\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(i)):j(xa) for i,j in fs},index=xa).plot(figsize=(5,5))"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.4.三角函数\n",
    "三角函数是数学中常见的一类关于角度的函数。也就是说以角度为自变量，角度对应任意两边的比值为因变量的函数叫三角函数，三角函数将直角三角形的内角和它的两个边长度的比值相关联，也可以等价地用与单位圆有关的各种线段的长度来定义。\n",
    "\n",
    "在直角三角形中，当平面上的三点A、B、C的连线，AB、AC、BC，构成一个直角三角形，其中∠ACB为直角。对∠BAC而言，对边（opposite）a=BC、斜边（hypotenuse）c=AB、邻边（adjacent）b=AC，则存在以下关系：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daac3a12e8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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a53ziivyS9gsBzgH0DOypdxSLlRTigYOtgXWH8y9+sNBP8s1QXQp7ZE85c5AnTRPqEeVNSWXtWSuQgXZDNipGph+YfuUXOXkAMlZC59u0zXyFrmakzcCgGBjTZozeUSxajyhvALkhW7rkm6GqSDZ5NaN2AW64O9qy7tDZvQ7u9u4MCh/EnMNzqKhthsJ681RwDZIGQAuQVZLFmmNrGNNmDDZyHz8vO6OBzuGerD8sPXIWLbQ7+MRonzHC5KSQM6HukY0/rHo7ejMkfAizDs668kVPNv8PDLbQ6eYrO4+4YhW1FcxIm8GA0AH4O/vrHceiRXg74e9mzzq5IVu2iL7aDXnDJ7IKmZkYDApdI7z+0iMHMD52PCXVJcw5POfKLnLyABxaAl2kAdAS/LDvBwyKgetjrtc7isXrEenN3txiCstlnpzFUhToMhmyNkK2CbbbEmeRQs6EAtwdiPRxbrTXYWL8REprSvn14K9Nv0B1GWz7DuJHyxwHCzD38FwKqwqZ0G6C3lEsnqIodI/0Zv3hfJknZ8kUBbrfo21vkrle7zStRo8oLzLyy8kpOrvnLdkvmXZe7fhuz3dX9nez/mNtlePOt11hUnGlymvK+SXtF4aEDyHAOUDvOBave5Q3qgob0qUR0KJ1vAnsXGHdx3onafGkkDOx7pFebDhnnhxAkm8SST5JfL/ve+rV+qadfOt3UFkE3e5qhqTiSqiqynd7vyPOK44u/l30jmMVekR5c6KkinSZJ2fZOtwIDu6w7iO9k7QaDUOPzx1CpigKE+MncqjoEGtz1jbt5BUFsP0HbTEbaQDU3a+HfqWkpoSJ8bJY2aXoEOqOvdEgozksnYObNjR/90woztE7TYsmhZyJ9YjypriReXKg9codKT7CquxVl3/iulpY+762+WJYj2ZIKq7E+tz1HCw8yIR2E1BkP6ZL0rCog9yQLZydM3S+FfbOhsJMvdO0Cu0C3XBzMDY6vHJ4xHC8Hbz5bu93TTv5lm+gphx63HOFKcWVqlfr+X7v9yT6JNLBt4PecayCvdGGzuGeMr/aGnS7C+rrYNMXeidp0aSQM7Hufzys/vVDZ3D4YPyc/Ji6e+rln3jvb1B4BHo/cIUJRXP4avdXeDl4MSJyhN5RrEakjzO+rvaNPqwKC9P1Tu3rehkmYw42BoVukV6NNnLY2dgxPnY8K7JWXP7Kx7XVsP4TCO+jbfoudLUiawUZxRkyHP8ydZd5ctbBKxJiR8DGL7SpQMIkpJAzsUB3RyK8nVh76K8Pq7YGWybFT2Jj7ka2nth66SdVVVjzLni1gdirmjGtaIrd+btZlb2Km+Nvxt7GXu84VkNRFHpEebPmkMyTs3geoZB4vbbVSVme3mlahR5R3qTnlZ21n1yD8XHjcTQ68tnOzy7vpNt/gOIs6PtQM6UUTaWqKp/u+JRgl2CGRQzTO45V6RHlharKaA6r0OchqDil3TuESUghZwa92/qw7nA+1bV/nQs3LmYcnvaefLLjk0s/4eFl2uIDve6TFccswKfbP8XVzpUbY2/UO4rV6Rvtw8mSKvbllugdRVxM30e1/eTWfqB3klahb7Q2f21l2sm/vOfl4MUNMTcwL30eR4uPXtoJ62ph1ZsQ1AnayJYDelubs5adeTu5I/EOjAaj3nGsSqcwT5ztbBr92xAWJrQbRPaDNe/JfqQmIoWcGfSP8aWsuo7NRwr+8p6TrROT2k9idfZqduXtuvjJVBVSXwa3EOgowzH0tv/UfpZmLmViu4m42LnoHcfq9Dv9sLrigNyQLZ5vDLS/BjZ8BuXSEm5qMf4uBLg5sOJA4z2gtybciq3Bls93fn5pJ9w1AwoyoN8/tdVIha4+2f4J/k7+jG4zWu8oVsfOaKBnGx9WpJ2U0RzWoN9jUHpcm58rmp0UcmbQs403RoPC8vM8rN4YeyNudm6X1it38Hdtb45+j4JRhvHp7bOdn+FkdJI5Dk0U4O5ArL8rK6Rl1Tr0fRSqS7R5VsKkFEWhb7QPqw7m/WXVYwAfRx+ui76O2Ydmk12afeGT1dXCyv+CX3uIkXm8etuYu5EtJ7ZwW8Jt2NnY6R3HKvWP8SHzVAUZ+eV6RxEXE9EHQnvA6rehtkrvNC1Okws5RVH8FUVZeYH3gxVFyVIUZdnpV6td59jVwZbkcM/z9jq42LkwKX4SyzKXse3EtvOfqKE3ziNMeuMswJ78PSzMWMiEdhNwt3fXO47V6hfjw8b0Asqra/WOIi4mIAHiRmrDK2WunMn1i/GlqKKG7VmFjb5/W8JtGBQDH2778MIn2v4D5B2AlMfBIO23elJVlbe3vI2fkx/XRV+ndxyr1S9Ge6Rcvv+EzknERSmK9tlTnK0tfCKaVZM+0RVF8QS+ApwvcFh34GVVVVNOv1p1k3v/GF/25BRzsqTx1oib42/G28Gbtza/df6hAvvmanPj+j8ORmnF05Oqqry5+U087D24LUE21b0S/WJ8qa6rl+WkrcWgZ7Xl65e/pneSFq9PWx8U5fxDjwOcA5jQbgKzD81m/6n9jZ+kpgJSX4HgLtBOhvHpbcnRJew4uYN7O96Lg9FB7zhWK9zbmXBvJ1akSYOSVYgaAFEpsOJ1qGi8YUo0TVOb5uqA8cBfN0f7Uw/gDkVRtiiK8koTr9Ni9I85/8R10ObK/aPjP9hyYgupmal/PaC2Ghb/C3xiIUkW1dDbmmNrWJ+znruS7sLVzlXvOFata4QXDraG884FEhbGNwaSJ2l7A+Uf0jtNi+bpbEdSiMcF55BOTpyMq50rb21+q/ED1n8MJcdgyAsyN05nNfU1vLPlHdq4t5G5cc2gf4wvaw/lU1Vbp3cUcTGKon0GVZzShliKZtOkQk5V1WJVVYsucth8IAXoCvRUFCXp3AMURblLUZRNiqJsOnmyZXfYxQe64e1sd8Eb8tjosUS4RfDW5reorT9nmNmGT+HUYRj2CtjICld6qquv463NbxHsEsz42PF6x7F6DrY2dI/0lgVPrEnKk2BjD0ue1ztJi9c/2odtmYUUldc0+r67vTt3Jd3F6mOrWXNszdlvluXDyrcgZjhE9DZDWnEhMw/MJKM4gweTH5SVKptBv2hfKmrq2Jzx14XkhAUK7ABJ42HdR1CUpXeaFsOUg+XXqKpaoqpqHbAViD73AFVVP1VVtYuqql18fVv2FDqDQaFfjC8r0hqfuA5gNBiZ0nkKGcUZ/LDvhz/fKMvThjG1HQLRg82UWJzPzwd+Zn/BfqYkT5GJ6s2kf4wvh/PKOJIvm4ZaBVd/6HU/7PkVMlbpnaZF6x/rS73KBRcE+lvc3wh2Cea1Da9RU39GwbfkOaguhcHPmTqmuIiCygLe2/YeXfy7kBKaonecFqFnG29sbRSWSSOg9Rj4tLbew6J/6Z2kxTBlIbdQUZRARVGcgKHAJayt37INjPPjVFk1W46ev/VoYOhAegf35v2t73O87Lj2w6UvajfjYS+bKak4n/yKfN7Z+g7dArrJJq7NaHA7fwAW7zmucxJxyXo/qC28NOdhbei3MImOoZ54O9vx+97z/23Y2djxeNfHOVR0iG/2nF7iO3MjbPkaevwd/NqZKa04n3e2vENZdRlPdX8KRYa4NgtneyM9orxZvOe4bENgLTzCoO8jsHsmHFqqd5oWoVkKOUVRBiqKct85P34eSAXWAR+rqnqemditR0qsL7Y2ygUfVhVF4aluT1FbX8vrm16HI2th81TtZuwba76wolFvbn6TitoKuRk3szBvJ2L9XaWQsyZ2TjDidcjbD2vf1ztNi2VjUBgY50fqvhPU1NWf97gBYQNICU3h4+0fk1OSBXMfBtdASHnCjGlFY7af3M6MtBlMjJ9IW8+2esdpUYbG+5OeV8ahk6V6RxGXqveD4BUFcx+Fmkq901i9KyrkVFVNOf11qaqq75/zXqqqqnGqqiad+15r5epge0mtR6FuodyRdAcLMxayet69WgvGgP8zY1LRmI25G/nt0G/c2v5Wojyi9I7T4gyJ92djxikKyqR3x2rEDte2I1j+GhQc0TtNizUk3p/iylo2pF94I/Ynuz0JwH8W/QNyd2ijOOxlMSY91dTV8OLaF/Fz9OOeDvfoHafFGRyvjeZYJI2A1sPWAa76L5w6BKvf0TuN1ZMNZczsUluPJidMJsLoynN2FZQMfwXsLrTTgzC18ppy/rX6X4S6hnJn4p16x2mRhsT7U6/C0n2yL5BVGf4fMNjAb/dB/fl7jETT9Y32xcHWcNEe6yCXIO5pO46lpenMj+oO7ceaKaE4n892fsb+gv38X4//w9lW7uPNLdDdkcRgdxnNYW3aDoKE67TtCHJ36p3GqkkhZ2aX2npkd3wPL2emc8Jo5NW89eaIJi7gzc1vcqz0GC/1fgknWye947RIicHu+LvZX3AukLBAHqFaz0/6Ctj4md5pWiRHOxv6tPW9+Fyg+jom7VpEUnUtLxlLOVEhi0DoaU/+Hj7b8Rkjo0YyKGyQ3nFarCHx/mzLLOREiQzTsyojXgdHT/jlHqhtfI9lcXFSyJlZoLsjSSEXaT2qLoMZk0my9WByu5v59dCvpB5tZG85YRZrjq1h2v5pTIqfRLJ/st5xWiyDQWFwO3+WHzhJZY3sC2RVkm+B6KGw+Bk4eUDvNC3SkHg/sgsr2JNzge1b136AMXMDr3R4gOr6Gp5Z84wsAqGT6rpqnlr1FJ4OnjzRTeYpmtKQeH9UFZbsldEcVsXZG0a/B8d3wbL/6J3Gakkhp4Mh7U63HhWfp/VowZPaRrtjP+HvnR8iziuO59Y+x4ly+ZAyt7yKPJ5e9TSR7pHc1+nc9XxEcxsc7095dR1rDsnm4FZFUbQbsq0jzLxTWldNYGCcP4oCi3afpxEwazMseQHiRhLe9R4e7vIwq7NXn72VjTCb1za+xsHCgzzX6znc7d31jtOixQW4EuLpyKLduXpHEZcrdjh0mqhtEp6xWu80VkkKOR0MTwhAVWH+rkY+dHbPgi1faav6RPbD1saWV/u+SkVtBf9c/s+z9wgSJlVXX8cTK5+guLqY//b/Lw5GB70jtXi92njj6mBkzo4cvaOIy+UaAKPfh5xtsFAWZ2puvq72dI3wYu7OnL/2slUUwPRbtVUqx7wPisL42PH0C+nH65teZ+dJmYNiTgvSFzBt/zRuib+FfiH99I7T4imKwoiEAFYdzKOoXJ6RrM7w/2irWP58G5RIMX65pJDTQbS/K7H+rszZcezsN07shVn/gOAuMOCpP34c5RHFsz2fZcuJLby75V0zp229PtnxCetz1vNU96eI8YzRO06rYG+0YXj7ABbvPi7DK61Ru5HaRuEbP4cd0/VO0+KMSgrk4IlS9h8v+fOHqgqz7oWSHBg3VZtzAhgUA6/0eQV/J38eWf4IhZWF+oRuZY4UH+G5tc/RwbcDD3Z+UO84rcbIpCBq6lQW7pFCwOrYu8INX0NlMfx8O9TV6p3Iqkghp5NRHQLZmFHAscIK7QcVBfDjTWDvAuO/AaPdWcdfHXU142PHM3X3VBZlLNIhceuSejSVj7d/zJg2Y7g2+lq947QqIzsEUVJVy4oDslCDVRr0HIT1gtkPQO4uvdO0KCMSAzEoMGf7GT3Wy1+D/XNhyAsQ0vms493t3Xkj5Q3yKvJ4YuUT1NbLA5IplVSX8MDSBzAajPy3/3+xNdjqHanVSApxJ8zLidnbj138YGF5/NvDqLfhyGr4/Vm901gVKeR0MjIpCIB5O3O01ocZd0JhptYq4RbU6O881vUxOvh24P9W/R87Tu4wZ9xWZW/+Xh5f+TjtvdvzVI+nLv4Loln1auONp5OtDK+0VjZGGPc/cHCH78dDsfz/2Fx8XOzp1caH2TuOacMrd/4My16BDn+DHn9v9Hfae7fn6R5Ps/rYav6z4T+y+ImJ1NbX8ujyRzlafJQ3+79JgHOA3pFaFUVRGJkUyJpD+eSXyhxdq9ThRuh6B6x9HzZP1TuN1ZBCTicRPs4kBrsze1s2zJkCBxfDVa9DWI/z/o6djR3vDnwXX0df7l96P1klWWZM3DocLzvOfUvvw8Peg/cGvYej0VHvSK2OrY2B4QmB/L73OBXVMrzSKrkGwE3TtJEGP4yHqgvvmyku3cikQI7kl3No63J+YqFsAAAgAElEQVRtKH5YLxj1jrbgzHmMjR7LbQm3MW3/NL7e87UZ07YOqqry6oZXWXNsDU/3eJpugd30jtQqjUwKoq5ebXz9AWEdhr8KbQfDnIfh4BK901gFKeR0NDIpkIHHv4Ct30C/f0KX2y76O14OXnww+ANq62v5x5J/UFBZYIakrUNRVRF/X/J3SqtLeW/ge/g4+ugdqdUa1SGQ8uo62RzcmgV20OZs5e48Pe9BFiFoDsMTAogzZBM0bxK4BcL4b8Fof9Hfm5I8haHhQ3lj0xsszFhohqStx2c7P+PH/T9ya/tbuS7mOr3jtFrtAl1p4+sswyutmY0Rrv8f+LWDn26BnO16J7J4Usjp6Ib6eTxo/IU9AWPOWtzkYqLco3hnwDscKz3GXYvvoqiqyIQpW4fS6lLuWXwPR4qO8M7Ad4j1itU7UqvWPdIbX1d7ftuerXcUcSVihsLVb0DaQpgxWSaxNwOPyix+cPw35bUG6if8ou3FdAkMioGX+7xMR7+OPLHiCZZlLjNt0Fbi2z3f8t7W9xgVNYqHOj+kd5xWTRteGcSGjFMcP9/2TsLyObjBTT+Bowd8fQ0c36N3IosmhZxe1n2M5/Kn2WDfkyllt3K5sxa6BHTh7QFvc6jwEPcsvofSahm61FTlNeXcu+Re9p3axxspb9Aj8PzDW4V52BgURncIYum+ExSUVesdR1yJLrfD0Jdhz68w6x6ol+GyTVaYCV+Pwcmmnr9VPcn6osvbn8zB6MAHgz4gziuOh5c9zKrsVSYK2jrMODCDVze+yuCwwbzQ+wUMijxS6W10xyBtIdet0gho1dyDYdKv2miDr0fDyQN6J7JY8qmjh7UfwoLHIW4kGQM+4MDJCrZlXv7S0H2C+/BmypvsO7WPuxffLctLN0FRVRF3L76bbSe38UrfV0gJTdE7kjjt+s4h1NSp/CbDZKxfr/tg0DOwczr8co8Ms2yKvDT4cjhUFKFOmEmuXQTTN2de9mlc7Vz5eMjHtPVoy5TUKSzPXG6CsC3ft3u+5bm1z9E7uDev9nsVo8GodyQBtPF1ITnMg+mbs2RhH2vn3QYm/QYo8NVIOL5b70QWSQo5c1JVSP03LHwS2o2CcVMZ0TEMB1sD0zc3beGSlNAU3kh5g32n9nHLglvILZNJvpcqryKP2xfezu783bzR/w1GRI7QO5I4Q7tAN9oHufFzE/82hIXp+8jpYu4n+OFvUF2mdyLrkbNDK+JqK+HWOTiEd2Zkh0Dm78yltOryh6u627vzyZBPaOvRlgdTH2TWwVkmCN0yqarKR9s/+qMn7t0B72JnY3fxXxRmM65LKAdPlLI9S6adWD3fGLhlNigG+N8IOLJW70QWRwo5c6mt1lYYW/4f6DhRm8xpY4urgy0jEgKZvf1YkzdAHhg2kI+HfMyJ8hNMnDeRgwUHmzl8y3O48DCT5k8isyST9we9z+DwwXpHEo0Y1zmEndlF7Mst1juKaA59H4FR78KhJfD1GCjL1zuR5Uv7HaZeDUYHuH0BBCYBcH3nUCpq6rQtbJrA08GTL4Z9QdeArvxr9b/4YucX0oNxETX1Nby47kU+3PYho9uM5vX+r0sRZ4GuTgrEwdbAz03osRYWyC8OJi8CZ1/45hrYN0/vRBZFCjlzKMuH766H7d9DypMw5n2w+XOj0HGdQyiprGXh7qb3pnUN6Mr/hv+P2vpaJsybwJKjsmzr+azIWsGEeRMorynn86Gf0yuol96RxHmM7hiMrY3CDOmVazk63wI3fKOtZvlpiqxKdj6qCus+gu/HgUe4VsT5RP/xdnKYB1G+zvy8qel/G862znww6AOGRwzn7S1v89Sqp6islUUiGlNYWcjdi+9m+oHp3J5wOy/2flGGU1ooNwdbhrcP4LdtTW8gFxbGIwxuX6itZvnjTbDide0zUkghZ3LZm+HT/nB0LYz5EFKe+Mt+Pz2ivAn2cLziIWRxXnH8OPJHIt0jmZI6hQ+3fUi9Wn9F52xJ6tV6vtj5BfctuY9Q11B+HPkjSb5JescSF+DlbMegOH9+2ZpNTZ38W24x2o2E2+aDWgdfDNM2thZ/qi6H3+6DBU9A7FVaEecRetYhiqJwfecQNmScIiOv6cNU7WzseLXfq9zb8V5mH54tQ/QbsTd/LzfNu4ltJ7bxSp9XeKjzQ7KwiYW7vnMoxZW1LN5zXO8oork4+8Ct8yDxelj6Evw0SfYoRQo501FV2PCZNq8BRWtJ6DSh0UMNBoXrOoew6mAe2YUVV3TZAOcAvhrxFaPbjOaj7R9x1+K7OF4mH2R5FXncs/ge3t7yNkMjhjJ1+FQCnAP0jiUuwfWdQ8grrWbJXtlTrkUJToa7lkFQJ21rgt/ul5syaBP6PxsAW7/T9he94Ruwd2n00LGdQjAoNGnRkzMZFAP3dLiH9wa+x5HiI1w/+3oWH1l8RedsCVRV5ds93zJh3gSqaqv4ctiXjGozSu9Y4hL0aqM1kP+0SYZXtih2TjD2Mxj6EuybA5/00zpMWjEp5EyhKAu+uRbmPQpRKXD3cu2h5QJu6BKCAny//sgVX97exp6Xer/Esz2fZcfJHVw3+7pWfVNelrmM6367ji0ntvBMz2d4vd/rONk66R1LXKKUWF+C3B34rhn+NoSFcfHTlpju8xBs+aZ135Tr62D9J/DZQKgogJtnwsCnwXD+23SAuwMD4/yYtjGT6tor77FOCU1h2shphLiE8PCyh3lm9TOU1bTORWlOlJ/g/qX38+rGV+kd1JufR/9MR7+OescSl8hgUBjfNZSVaXmkX0GPtbBAigK97tcWQamtgi+GakMtW+nWNlLINaf6etjyNXzYCzI3wNVvapsaOnld9FdDPJ0YGOfPtI2ZVNVe+T9GRVG4PuZ6fhr50x835YeXPdyqeufyKvJ4ZNkj3L/0frwdvfnx6h8ZFzMO5ZyhrcKyGW0M/K1bmNyQWyqjHQx+7s+b8udDYOFTrat37vge+HIYzH8MIvrCPauhzcBL+tWbe0aQV1rNgiuYY32mcLdwvrnqG+5MvJNZB2dx7a/Xkno0tVnObQ3q1XqmH5jONbOuYV3OOp7o9gTvDnwXTwdPvaOJy3Rj11CMBoXv1kkjYIsU0Qf+vgrajdaGWn42ELK36J3K7KSQay5Zm+GLwdrwoIAE7R9X18l/mQ93ITf3DNduyLuab35ChHsE31z1DQ90eoAVWSsYPWs03+75lpr6lruPU019DT/u+5HRs0aTmpnKfR3vY9rV02jr2VbvaKKJxneTG3KLF9kX/r4akifB2vfhg26w57eWPaG9sggWP6v1ROYfgms/hQnTwcX3kk/Rt60P4d5OfLu2+f42bA22PJD8AF+P+BpnW2ceSH2A+5feT3Zpy95keU/+Hm5bcBsvrH2Bdt7tmDF6BhPaTZDGPyvl5+bAsIQApm/OoqK6dfbWtHiOnnD9l9qrJAc+HwTzHoOK1rOvshRyV+pUOvzyd+0fT1GWdiO+dS54RV32qRpuyN804w0ZtJvynUl38svoX+jk14lXN77KNbOuYUH6gha1GIqqqiw5uoSxv47l5fUv085LuxHf3eFubM9YJVRYHz9XB4bLDbnlc/SAUW/D5MXaDfqnm7V5xi1t76C6Gm0O9budYPXb2uT9+zZCh/GX1fgH2hCyid3D2ZBxqtm36ejo15GfRv3Ew50fZn3Oekb9MopXN7zKqcpTzXodveWU5vDkyicZP2c86UXpPN/reT4f+jnhbuF6RxNX6OYe4RRV1DB7xzG9owhTURRIuA7u3QBdJsOGT+GdDrD6Hai5snUnrIEUck1VeBR+ewDe7wK7Z0Kv++C+TU26ETdouCFvOlLAnmPNv29WqFsoHw3+iPcHvo+djR3/XPFP/jb3byw5soQ6Kx5bXK/Ws+ToEibMm8CU1CkoisJ7A9/j86GfE+keqXc80Uwmyg259QjtBncth5FvQUEG/G84fDcOjq7TO9mVqamEjV9o9415j4JfvLbgy7UfayuyNdH1nUOwNxqavREQtIbA2xJu47drfmNUm1F8v+97rpp5Fe9tfY/8CuveBzCzOJMX1r7A1b9czeIji5mcMJm5Y+cyNnqs9MK1EN0jvYj2c+GbtUdkn8SWztEDrv4v3LMSQrrC4mfgvc6w/lOobrnTMqSQuxyqqrUM/zQJ3ukI23+ALrfDA9u0FXQc3K74EuO6nL4hm2gImaIo9A/tz8+jfuaVPq9QXFXMlGVTGPPrGH7a/xPlNeUmua4plNeUMzNtJtf+ei1TUqdQUFnAsz2fZebomaSEpsiNuIVpuCF/vTZDbsitgY3x9OfrVm0OXeYGbR7Z50O0IZd1tXonvHSlJ2Hlm/BOEsx9GJy84W/TtHmBQZ2u+PSeznaM6hDEL1uzKa40zbD5AOcAnu/1PL+M/oVeQb34dMenDJsxjBfWvkB6UbpJrmkKqqqy7cQ2HlvxGCNnjWTWwVlc0/YaZl8zmymdp+Bq56p3RNGMFEXh5p7h7MwuYltm6xlu16oFJMLEn+GWOeAWDPP/CW8lQOorUNryVr+W3SwvRclx2DVD29A7dyc4uEPPe6H73eAe0qyX8nCyY0zHIH7ZmsU/h8Xi5WzXrOdvYGOwYVSbUVwVeRW/H/2dqbum8uK6F3lz85sMjxjOtdHXkuSTZHHFkKqq7Dm1h5kHZjI3fS5lNWXEeMbwat9XGRoxVDZobcEUReG23pH83y87WZ9+ih5R3npHEuZg56StatntLm1J/nUfaEMuXQKgw43QaeJZG2VbjPo6SF8Bm6fCvrlQX6OtYjz2M4js1+SRG+dzS88Ift6cxbQNmdzZ7/KH9l+qKI8o3kx5k8NFh/l699f8evBXph+YTrJfMte0vYZhEcMsclXgwspC5qXP4+e0n0krSMPJ6MSk+EncHH8zfk5+escTJnRtp2BeW7CfL1dn8F6YLFrTakT2hcmLtJEca96F5a/Cyjcgeph234geAi1g2o089V7IkbWw8r9waCmo9RCQpK1E2eFGsHM22WXv6BvFT5uy+GbtER4cbNoHFBuDDcMihjE0fChbT2xlZtpM5qXPY0baDEJdQxkUNoiBYQNJ8knCxmBj0iznU6/WsztvN4uPLGbxkcVklWZhb2PP0PChXB9zPZ38OllcwSlMY2xyMG8s2s9nKw5LIdfa2DlD97u0RaT2z4et38Ka97Q5ZoEdIW4kxF0Nfu2avUi6ZLXVkLES9v4Ge+dAeZ4216/73ZB8C/jGmOzSiSHu9Ijy4svV6dzaOwJbG9MOuIlyj+K5Xs9xX6f7mHVwFr8e/JVn1jzDvzf8mz7BfRgQOoB+If1wt3c3aY4LyavIIzUzlcUZi9mQu4E6tY723u15tuezjIgcgbOt6e7jwnK4OthyU/cwvliVzmPDYgn1sryGBmEiigLhPbVXXpq2svz2H2H/XHDygfjRMPBfl7S6vKWSQu5CKovg5AGtNTjxBvCLM8tlY/xdGRDry9drM7i7fxQOtqYvoBRFIdk/mWT/ZJ7s/iQLMxay6Mgivt37LVN3T8XT3pMuAV3o7N+ZLv5daOvR1mSFXW19LelF6Ww5voX1uevZmLuRwqpCjIqR7oHdmZw4mSHhQ3R9QBD6cLC14eae4bz9exoHT5TS1q/xjZJFC2awgXYjtVfJcdgxTSucUl/SXh5h2hL+4b20l2ek6Qq7mkptA++MlVrv29G1UFMOts4QM0x7SIgZAbYOprn+Oe7qF8XtUzcxd0cO13QKNss1fRx9uCPxDiYnTGb7ye3MPjRbK56OLMZGsSHRJ5HO/p3p7N+ZTn6dcLEz3d9sXkUeu/J2sT5nPetz15NWkAZAmGsYtyXcxrCIYcR5mec+LizLrb0i+HJVOl+uTufZUe31jiP04BMNQ1+EQc9A2mLY+RMcWAQjXtM72RVpciGnKIo/8LOqqn3P874tMBPwAr5QVfXLpl5LN9FD4cGhF9yQ1VTu7BfFTZ+tZ+aWbG7qHmbWazvbOjM2eixjo8dSWl3KquxVrMxeyabcTX9sLO5g40Bbj7bEeMXQ1qMtQS5BBDoHEuQchLu9+0V7yOrq6yitKSW3LJes0iyySrI4WnyUfaf2caDgAJV1lYA2L6NfSD96BPbQvXVXWIabe4Tz0bJDfLHqMP8em6R3HKEnV3/o/YD2KsnVeuoO/q593faddoyDB/i3116+seAepg2Jdw8Ge7eLF3l1tdoG3UWZ2sIrBRmQfxBytsOJvaCeXijKN04brhM1ANoMAFtHU/4vb1RKjB/Rfi58suIwYzoGmXWkgqIodPTrSEe/jjzV4yl25+0mNTOV9bnr+Wr3V3yx6wsAQl1DifGMIdozmjDXMAKdAwlwDsDfyf+iqwurqkpFbQWnKk+RXZpNVkkWWaVZpBWksTd/LycqtPkv9jb2dPLrxFXJV9E3uC8xnjEyaqOVC/JwZFSHIKZtzGTKoBjcnax/SJ1oIhtbiLtKe9XXaY2DVqxJhZyiKJ7AV8CFxiXcD2xWVfU5RVHmKYoyXVXVkqZcTzc6FHANekZ5kxjszucrD3Nj11AMBn1uQi52LgyPHM7wyOEAHCs9xubjm9mTv4e0gjSWHl3KzLSZZ/2OQTHgbOuMi62LNnTFthC1tgR11hiq66opqi6itLoUlbMXrHC1cyXWM5ZxseNo59WOJN8kwlzD5AYszuLtYs91nUP4eXMWDw+JxdfVXu9IwhK4BkCX27RXfT3k7Ycja7R5zcd3w7YfoPqcW5DBCPau2svWGRfHMpIKFsH7XbXetspCqGpkBWFnPwhM0nrdApIgrId2fZ0ZDAp39o3isRk7WH0wnz7RTV8J84pyKAYSfRNJ9E0EtIWpduTtYNuJbaQVpHGg4ACpmal/2f7G0eiIk9EJFzsX7GqrqA8OoH7N49Tb2FFWU0ZRVdFf9kA1KkbC3cLpHtiddt7tiPeOJ9EnETsb08wvF9brzr5R/LI1m+82HOEfKbKvrMDqizhoeo9cHTAe+PUCx6QAT5z+fgXQBUg98wBFUe4C7gIICzNvr5OlUxSFO/tF8cAPW/l973GGttf/IQEgyCWIIJcgRrUZBWgtpAVVBeSU5ZBbmktOWQ4FVQWU1ZRRWl1KWU0Z5B9FUexRPNpiNBhxt3fHzc4NNzs3/J39CXEJIcQ1BDc7NynaxCWZ3CeSHzYc5as1GTw6LFbvOMLSGAzaXDm/dn/+TFW1DWOLsk6/MrWetqpSqCqBmjLqy3ZQbuMGvtFgtNfmtzl4aF/dg8EzAjzCwd5yh/SO6RTEawv388mKQ7oVcudysnWiR2APegT2+ONnlbWV5JTlkFOWw/Gy4+SW51JWXUZZbRll1WVUF2ViqDmMwSUUg6M3TrZOf9w7PB08/7hv+Dn5ySJX4pLEB7nRN9qH/63OYHKfSOyN1v8QL0STPv1UVS0GLvbQ7Qxkn/7+FODfyHk+BT4F6NKli6wnfo6rEgJ43cuRD1IPMiTe3yKLHEVR8HLwwsvBi/be5xl3npYC9r6Q8oZZs4mWq42vCyMSAvhqTQZ39o2SYTLi4hQF3IK0V2i3Rg8p/7I7B926wzjr/ayyN9pwe58IXluwn+2ZhXQI9dA7UqMcjA5Eukeef6/P/fNhyzy45r5m2aJBCIC7+7Vh4hfrmb4pi4k9ZMN3Yf1MOXawFGiYJOBi4mu1SEYbA/emtGV7VhHLDpzUO44QFuW+AdGUVNXyvzXWs4eVEOYwqWcEHk62vLskTe8oQliU3m29SQ7z4KNlh6iurb/4Lwhh4UxZXG0G+pz+vgOQYcJrtVhjk0MI9nDknd/TZBNkIc4QH+TG0Hh/vlyVbrJNkIWwRi72Ru7oE8mSfSfYmVWkdxwhLIaiKDw4OIbswgp+3pyldxwhrlizFHKKogxUFOW+c378FfC8oijvAPHA+ua4VmtjZzRw74C2bMssZLn0yglxlgcGRVNcWcvXazL0jiKERZnUKwI3ByPvSK+cEGfpF+1Dx1APPkg9KL1ywupdUSGnqmrK6a9LVVV9/5z3jgBDgNXAYFVtWKNZXK7rO5/ulVsivXJCnCkh2J1BcX58viqd0qpaveMIYTHcHGyZ3CeK3/ceZ1e29MoJ0UDrlYsmu7CCmVukV05YN5POW1NV9Ziqqj+pqip3kStgZzTw95Q2bD1ayIq0PL3jCGFRHhgUTWF5DVNXy1w5Ic50a+8IXB2MMldOiHOkxPjSIcSd96VXTlg5WYDESozrovXKvb5wH/X10isnRIMOoR4MbufPJ8sPU1BWrXccISyGu6Mtd/aNYtGe42w5WqB3HCEshqIoPDQkhqyCCn7ceFTvOEI0mRRyVsLeaMMjQ2PYlV3MnJ05escRwqI8NjyWsupaPkg9qHcUISzK5D6R+LjY8595+2RovhBn6B/jS48oL95dkiZD84XVkkLOiozpGExcgCv/XbhfhgIIcYYYf1euSw7h67VHyC6s0DuOEBbD2d7Ig4PasiHjFKn7T+gdRwiLoSgKT4xoR15pNZ+vPKx3HCGaRAo5K2JjUHh8RBxHT5XzwwYZCiDEmR4aEgMKvLX4gN5RhLAoN3YLI8LbidcW7KdOhuYL8YeOoR5clRjAZysOc7KkSu84Qlw2KeSsTIoMBRCiUUEejtzSM5yZW7LYn1uidxwhLIatjYFHh8WyL7eEWVuz9Y4jhEV5dGgslbX1vLdUFgUS1kcKOSvTMBQgv6yaj5cd0juOEBblHyltcbE38tLcPTIfSIgzXJUQSFKIO/9dtJ+KatkNSIgGUb4u3Ng1lO/XH+XQyVK94whxWaSQs0IdQz0Y0zGIT1ceJvNUud5xhLAYns52TBkcw8q0PH7fK/OBhGhgMCg8fXU8OUWVfLRcGgGFONOUwTE42trwwmxpBBTWRQo5K/XkiHYYDQovzd2jdxQhLMrNPcOJ9nPhpbl7qKqVngchGnSL9GJ0hyA+Xn5IGgGFOIOvqz0PDo5m+YGTLN0njYDCekghZ6UC3B24d0BbFu4+zirZJFyIP9jaGHhmVDxH8sv5YpVsEi7EmZ68Kg4bReHluXv1jiKERbmlVwRtfJ15cY40AgrrIYWcFZvcJ5IwLyeen72bmjrZjkCIBn2jfRkS78/7Sw9yvLhS7zhCWIxAd0fuHdCGBbtzWX1QGgGFaGBrY+DZUe3JyC/ny1UZescR4pJIIWfFHGxtePrqdqSdKOXrtUf0jiOERXn66nbU1qn8e570PAhxpjv6RhHq5SiNgEKco1+ML4Pb+fP+0jRpBBRWQQo5Kzck3p9+Mb68tfgAuUXyoSNEg3BvZ+7uH8Wsbcdk+LEQZ3CwteFfV8dz4HipDD8W4hz/GtmOmnqVF2bLGgTC8kkhZ+UUReHFMe2pqavn2d926R1HCIty74C2RHg78dSsnVTWyJwHIRoMbR/A0Hh/3v79AEfzZeETIRqEezvz4KBo5u7M4fc9x/WOI8QFSSHXAoR7OzNlcAwLdx9nwa5cveMIYTEcbG14+dpEjuSXy2avQpzj+THtMRoMPDVrpyy5LsQZ7uwbRay/K8/8uovSqlq94whxXlLItRB39I0kLsCVZ3/bRUlljd5xhLAYvdv6MDY5mE+WH2Z/bonecYSwGIHujvxzWCwr0/L4ddsxveMIYTHsjAZeGZtITnElbyzar3ccIc5LCrkWwtbGwH+uS+JESRWvL5QPHSHO9PTV8bg6GHly5g7q66XnQYgGE3uE0zHUgxfm7KGgrFrvOEJYjM7hnkzsHs7UNRlszyzUO44QjZJCrgXpGOrBLT0j+GbdETZlnNI7jhAWw8vZjqevjmfL0UKmrsnQO44QFsPGoPDvsYkUV9Tw4hxZ3EGIM/1zeCx+rvY8PmMH1bWywquwPFLItTCPDosl2MORR6Zvp7xaxnUL0WBscjADYn15beE+Dp8s1TuOEBajXaAb/xjQlplbs1m4W+ZZC9HAzcGWl69JZF9uCe8ukXnWwvJIIdfCuNgb+e+4DhzJL+c/8/fpHUcIi6EoCv+5Lgl7ow2PTN9OnQyxFOIP9w1oS/sgN576ZSf5pVV6xxHCYgyO9+f6ziF8uOwgW48W6B1HiLNIIdcC9Yjy5vbekXy99ojsnyXEGfzdHHh+dHu2Hi3k0xWH9Y4jhMWwMxp444YOFFfU8vSsXbKKpRBneGZUPAFuDjwyfbtsZSMsihRyLdRjw2OJ8nXmsZ+3UyyrWArxhzEdgxjePoC3Fh+QVSyFOENcgBsPDYlh/q5cftsuq1gK0cDNwZbXru/A4ZNlsqCcsChSyLVQDrY2vHlDR3KLK3n+N5nALkQDRVF46doEXByMPPzTNpnALsQZ7uoXRacwD575dTe5RZV6xxHCYvSJ9mFSz3C+XJ3OusP5escRApBCrkXrGOrBvQPaMmNLFrOldVWIP/i42PPvsYnsPlbM6wtlLqkQDWwMCm+M60B1bT0PTdsmc0mFOMMTI+II93Li4WnbKCyX7TqE/qSQa+EeGBRNpzAP/m/mTjJPlesdRwiLMax9ABN7hPHZynSW7T+hdxwhLEaUrwvPj27P2sP5fLz8kN5xhLAYTnZG3v1bJ06WVvH4jB0yl1ToTgq5Fs7WxsC7N3YC4P4ftlJTJ8PIhGjw9NXxxPq78uj07ZwskZX6hGgwrksIozoE8ebiA2w+IvuSCtEgKcSDx4bFsXD3cb5df1TvOKKVa3IhpyjKF4qirFUU5enzvG9UFOWooijLTr8Smx5TXIlQLyf+fV0i2zILeWvxAb3jCGExHGxteO+mTpRU1vLI9O3UyzAyIQBtLunL1yYQ5OHAAz9so6hCFs0SosHkPpH0j/HlxTl72JdbrHcc0Yo1qZBTFGUsYKOqak8gSlGU6EYOSwJ+UFU15fRr55UEFVdmZFIQN3YN5aPlh1h9ULYkEKJBjL8rz4yKZ8WBk3y+SrYkEKKBm4Mt797YiePFlfzfzJ0yjEyI0wwGhTdu6ICbgy33fb+VimrZkkDoo6k9cpRq91sAACAASURBVCnAT6e/XwT0aeSYHsBIRVE2nO69M557gKIodymKsklRlE0nT55sYhRxqZ4d1Z42vi5MmbaNEyWyGpkQDW7qFsbw9gG8tmC/DCMT4gydwjx5ZGgsc3fm8J0MIxPiDz4u9rw1vgMHT5Ty7G+79I4jWqmmFnLOQPbp708B/o0csxEYrKpqN8AWuOrcA1RV/VRV1S6qqnbx9fVtYhRxqRztbHj/pk6UVNZw3/cyX06IBoqi8Or1SQR7OvKP77bIfDkhznB3vyj6x/jywuw9bMss1DuOEBajb7Qv9w1oy0+bspi2URo6hPk1tZArBRxPf+9ynvPsUFU15/T3m4DGhl8KM4sLcOM/Y5PYkH6KV+fLsutCNHB3tOWjCZ0pqqjhgR+2UisNHUIA2jCyt8d3xNfVnn98u5lTZbLsuhANHhoSQ99oH/716252ZhXpHUe0Mk0t5Dbz53DKDkBGI8d8oyhKB0VRbIBrgO1NvJZoZtd0CmZSz3A+X5XO3B05F/8FIVqJ+CA3Xr4mkbWH83lDFgYS4g+eznZ8PLEzeWXVPPDDVtlfTojTbAwK79zYCR9nO+75djMF0tAhzKiphdws4GZFUd4EbgB2K4ry0jnHvAB8A2wD1qqq+nvTY4rm9vTV8XQK8+Cxn7dz8ESJ3nGEsBjXdQ7hpu5hfLTsEIt25+odRwiLkRjizotj2rPqYJ6sgCzEGbyc7fhwYmdOllQxZdo2aegQZtOkQk5V1WK0BU/WAQNUVd2uqurT5xyzS1XVJFVVE1VVferKo4rmZGc08OGEZBxsbbjn2y2UVtXqHUkIi/HsqHiSQtx55KftpOeV6R1HCIsxvmsY47uE8n7qQX7fc1zvOEJYjI6hHjwzKp7lB07y7pI0veOIVqLJ+8ipqlqgqupPqqpKk7WVCnR35L2bOnH4ZCkPT9sme2gJcZq90YYPJyRjazRwx1cbKa6UPbSEaPD8mPYkBrvz0LRtMqJDiDNM6B7G2ORg3lmSxkIZ0SHMoMmFnGgZerXx+X/27juu6nqP4/jrdw6HvfcQkOECFVTc21y5s9x7pLYzs7qlle1tWZmaW7PM3OZKzW0OcOIWUUEFBWTIhnP/OGJUTgR+B/g8Hw8elwu/c86be/H8+HzH58tbnYPYeDyOyZtkqYwQBSo5WDJ1QF0uJKTLniAhCjHXaZk2qB5mOg0j5x3gRrrsCRICDB2QP3qiFiGVDAMdJ67IYeGiZEkhJxjetDJ9wrz5dstZVh2+rHYcIYxGI38nJnUPZuupa3y6Xrq8ClHAy96C6YPqcflGJs8tipDjbIS4xVynZcbgMGzMTRg57wAJaXKcjSg5UsgJFEXh/R41qV/ZgfFLDnMkRs4JEqLAgIa+DG7sy4ztUfwWHqN2HCGMRj1fRz58oia7zibwwZrjascRwmi42ZozY1AY19OyeGZhBNm5MtAhSoYUcgIwND/5YWA9nK3NeHr+AeJSMtWOJITRmNgliCYBTry57CjhF5LUjiOE0egV5s3Tzf2Yt+cCi/bKgchCFAjxtuezp2qzLzqRt1ceQ6+X5fmi+EkhJ25ztjbjx8FhpGbmMmr+ATJz8tSOJIRR0Gk1fN+/Lh725oxeEM7lGxlqRxLCaLzxeA1aVXPh7ZXH+CsqQe04QhiN7qFePN86kF/2X2LOrmi144hySAo58Q9BnrZM7hPK4Zhkxv16WDpZCnGLg5UpMweHkZWTx7A50slSiAJajcKUfnXwdbJk9IJwzl1LUzuSEEbjlXZVaR/kxge/H2fzCTmyQxQvKeTEf3QIdud/j1fn96NXpMGDEIVUcbPhh4H1OHctjed+kgYPQhSwNdcxZ2gDTDQKQ+fs47o0eBACAI1G4eu+oQR72vH8ooMcjUlWO5IoR6SQE3c0qoU/Axv5MH17FAv+uqB2HCGMRrMqznzUsxY7zlznreVHZd+DELf4OFkyc0gY11KzGDHvABnZsjxfCABLUxNmDQ3D0cqU4fP2E5OUrnYkUU5IISfuSFEU3u0aTJvqrryz8hhbTspyACEK9A7z5sU2gfx6IIbv/zyrdhwhjEYdHwe+6VuHIzE3eOkXOX9RiAKuNubMHVafzFvL85MzZHm+eHRSyIm7MtFq+LZfHYI8bWU5gBD/MrZdVXrW8eKLjadZcTBW7ThCGI0Owe5M7BzExuNxfPj7CbXjCGE0qrjZMH1QPaITbjJmQbgcSyAemRRy4p6szEyYPaQ+DpayHECIwhRF4ZMna9PI35HXfjsi3fqEKGR4Mz+GNa3M7F3nmbPrvNpxhDAaTQKc+eyp2uyJSuCNpUdkeb54JFLIiftytTVnTuHlAOmyHEAIMJy/OH1gGN6OFoyaf4DTcalqRxLCaEzoHESHYDfeW3Oc9ceuqh1HCKPxRJ1KjGtXlWUHY/nqj9NqxxFlmBRy4oFUvbUc4EJCOiPn75cz5oS4xc5Sx9xhDTDXaRk8ax+xcsacEIDhWIKv+9QhpJI9L/5ykL0yay3Ebc+3CaRvfW++3XKWBXui1Y4jyigp5MQDaxLgzOQ+oRy4kMTziw6SK63XhQDA29GSecMbcDM7l8Gz9pJ4M1vtSEIYBQtTLXOG1sfbwYKR8w9w4kqK2pGEMAqKovBBj5q0reHG26siWXPkstqRRBkkhZx4KJ1re/Bet2A2nYjjTWm9LsRtNTxsmTk4jEtJGQyfu5/07Fy1IwlhFBysTJk/oiFWpiYMnr2PS4my11oIMDSV+65/HcJ8HRi7+BC7zl5XO5IoY6SQEw9tUOPKt1uvf77hlNpxhDAaDf2d+LafofX6s3JguBC3edlbMH9EA7Jz8xk0a68cGC7ELeY6LTMH18ff2ZpR8w9wLFY6hIsHJ4WcKJKx7arSr4EPU7eeY/ZO6UgmRIEOwe58+EQttp66xuu/HSFfztESAjDstZ49NIyrKZkMm7OftCyZtRYCDHut549ogL2lKUPn7CP6+k21I4kyQgo5USQFa7s7Brvz3prjrDwk52gJUaBfA5/bHck+WX9S7ThCGI16vo5MHVCX41dS5BwtIQpxszVn/ogG5Oth0Oy9xKdkqh1JlAFSyIki02oUvu4bSkM/R8b9ephtp6+pHUkIo/F8m0AGN/ZlxvYoZmw/p3YcIYxGm+pufPpkbXaevc64JYdl1lqIWwJcrJkztD4JadkMmbOflEw57kncmxRy4pGY67T8OCSMKm42PLMwnEOXbqgdSQijoCgK73QNpnNtDz5ae5Kl4TFqRxLCaDxVrxJvPF6d1Ycv896a49I4S4hbQrztmTawHmfjU3l63gE57knckxRy4pHZmuuYN6w+TtamDJuzj7PxciiyEGCYtf6qdwhNA514bekRNp+IUzuSEEZjdAt/RjbzY+7uaL7dclbtOEIYjRZVXfiiVwh7zyfy4s9y3JO4OynkRLFwtTVn4YiGaDUaBs3ax2U5FFkIAMxMtEwfFEawpy3P/hTB/uhEtSMJYRQUReHNTjXoWdeLr/44zYK/LqgdSQij0T3Ui3e7BrHxeBxvLT8ms9bijqSQE8XG18mKecPrk5aZyyA5FFmI26zNTJgztD5eDhYMn7tfDkUW4haNRuHTJ2vzWHVX3l55TA5FFqKQoU39eLFNIIsPXOLT9XLck/gvKeREsQr2tGPmkDBikjIYNnc/N6W9tBAAOFmbseDWochD5FBkIW7TaTV8P6Du7UORd5yRxllCFBjbrioDGvowbds5ftwepXYcYWSkkBPFrqG/E9/1r8ux2GTGLAxHGpIJYeBlb8GCEQ3Iys1n4Ky9pGfLJnYh4NahyEPqE+BizegF4UTJOVpCAIYlyO91r0nn2h58uPYEKw7JrLX4W5ELOUVRZimKskdRlAmPco0on9oFufFJz1rsOHOdS4npyNJuIQyquNkwZ1h94lOyWHfsKvJPQwgDOwsd84c3wNnajG82nVY7jhBGo6BxVrNAZ95ZdUztOMKIFKmQUxSlJ6DV6/WNAX9FUaoU5RpRvvUK8+bNTtW5kZHD6fhU2agrxC11fRz4YWBdktKzycrNk/bSQtziamvOghEN0CgKANdSs1ROJIRxMDTOqkcNd1sALiTKrLUo+oxcK+DXW59vBJoV5RpFUUYpinJAUZQD167JmvjyaFSLAFxtzIhNymDypjNqxxHCaLSq5kqrai7k5eulvbQQhfg6WfFyO8PY78SVx6RxlhC3WJmZMHVgPQB+3R/D8cvSOKuiK2ohZwXE3vo8EXAryjV6vX6GXq8P0+v1YS4uLkWMIoydu505HnbmTNl8hrm7zqsdRwijEehijamJRtpLC/Evvo5WAMSnZEnjLCEKcbTUAWBqomHw7H1cSJCZuYqsqIVcGmBx63PruzzPg1wjKgAFqOZuQ/sgN95dfZyVh2Lv+xghKgqdRiPtpYW4i9c6Vr/dOCsrV5YgC1FgQEMf8vLzGTRrH/EpmWrHESopanEVzt9LJUOA6CJeIyoIjaIwpV8dGvo5Mu7Xw2w9Fa92JCGMhrSXFuLOGvk73m6c9cqvh8mTNshCAOBsbcacYQ24npbF4Nn7SM7IUTuSUEFRC7kVwCBFUb4CegORiqJ8cJ9rfi96TFEemOu0/DgkjKpuNjyzMILwC0lqRxLCKNxuL13L0F56aXiM2pGEMBoFjbN+P3KFd1bJEmQhCoR62zN9UD3OXUvj6XkHpHFWBVSkQk6v16dgaGbyF9Bar9cf1uv1E+5zTfKjRRXlga25jnnDG+Bqa8bwufs5HZeqdiQhjIJWo/BVH0N76deWHmHT8Ti1IwlhNEa1CGB0S38W/nVRGmcJUUjzKi5M7hPK/guJPL8oQhpnVTBF3rem1+uT9Hr9r3q9/uqjXCMqHhcbMxYMb2jYqDtrHzFJ6WpHEsIomJlomTaoHjU9bXluUQT7zieqHUkIo/FGx+r0DqskjbOE+JcutT15r3tNNp2I541lR2XWugKRBiRCFT5Olswf3oCb2bkMnrWPhDQ5K0gIAGszE+YMa4CXgwUj5u3nxBVpLy0EGJYgf/RELWmcJcQdDGrky9i2VfktPIaP151UO44oJVLICdXU8LBl9tD6xN7IYOic/aRJe2khAHC0MmXBiIZYmZowePY+LibIrLUQACZajTTOEuIuXnwskCGNfZmxPYpp286pHUeUAinkhKrqV3bkh4F1OX4lhVHzZaOuEAW87C1YMKIBOXn5DJq9l/hUaS8tBEjjLCHuRlEU3ukaTNcQTz5Zd5Jf919SO5IoYVLICdW1qe7G50/VZve5BF7+5ZC0lxbilipuNsweWp/4lCyGzN5PSqa0lxYC/m6c5SaNs4T4B41G4cteIbSo6sIby46wIVLaVJRnUsgJo9CzbiUmdK7B+sirTFghG3WFKFDXx4Fpg+pxNj6VkdJeWojbXGzMWDCiIWbSOEuIfzA10TBtYF1qV7LnhZ8PsudcgtqRRAmRQk4YjZHN/Xm2VQA/77vEFxtPqR1HCKPRsqoLX/QKYX90Ii/8fFDaSwtxi7ejJfNHNCBdGmcJ8Q+WpibMGVofH0dLnp5/gGOxcgpYeSSFnDAq4ztUo18Db77/8xyzdkp7aSEKdA/14t2uwfxxPI43l8ustRAFqrtL4ywh7sTBypQFIxpgZ6Fj6Jx9nL9+U+1IophJISeMiqIofNCjFh2D3Xl/zXGWRcSoHUkIozGkSWVefKwKvx6I4ZP10l5aiAJh0jhLiDvysLNg/ogG5Oth0Ky9xKVI46zyRAo5YXS0GoWv+4bS2N+J8b8dYcvJOLUjCWE0xratwsBGPkzfFsWM7dJeWogC0jhLiDsLcLFm7rD6JN3MZvCsfSSnS+Os8kIKOWGUzHVaZgyuRw0PG579KYID0YlqRxLCKCiKwqRuNelc24OP1p7kt3CZtRaigDTOEuLOaleyZ8bgMM5fv8nwefvJyJZZ6/JACjlhtGzMdcwd1gBPOwtGzj8ga7uFuEWrUfiqdwjNAp15fekRNp+QWWshChRunPX9n2fVjiOE0Wga6MzXfUOJuJjES78cJF9mrcs8KeSEUXO2NmPOsPpoFIXhc/eTdDNb7UhCGAUzEy3TB9UjyMOWF34+SORl6UgmRIHxHarxRB0vvth4mtWHL6sdRwij0amWBxM7B7HxeByfyl7rMk8KOWH0fJ2smDGoHrFJGYxeGE52rrReFwLAysyEmUPCsLPQMXLeAeJlE7sQgGEJ8idP1qJ+ZQfGLTlM+IUktSMJYTSGNa3M4Ma+TN8exc/7LqodRzwCKeREmRBW2ZHPe9Vm3/lE3lh2RPY9CHGLm605s4bUJzkjhxHzDpCeLa3XhYCCWeswPOzMGTX/AJcS5cBwIcAw0PF2lyBaVnVh4opj7DxzXe1IooikkBNlRvdQL8a2rcqyiFjZ9yBEIUGetkzpW4djl5N5ZfFh2fcgxC2OVqbMHlqf3Hw9w+buJzlDuvUJAWCi1fBd/zoEuFjzzE/hnI1PVTuSKAIp5ESZ8uJjgbLvQYg7aBvkxludDN36PttwSu04QhiNABdrpg2sR/T1mzy/KIKcPFmeLwQYmsrNGhqGmYmWYXP3k5CWpXYk8ZCkkBNlyr/3PURclH0PQhQY0cyPAQ19mLbtHL/uv6R2HCGMRuMAJz7uWYsdZ67zzqpIteMIYTQqOVgyc0gY8SlZjFoQTlauHEtQlkghJ8qcgn0P7rbmjFkQLg0ehLhFURTe7RZM8yrOvLn8KPvl/EUhbusV5s0zrQJYtPciP+29oHYcIYxGqLc9k/uEEn4hiYkrjkkfgjJECjlRJjlamTJjcD1SM3MZs1BGkIQooNNq+K5/XbwdLXlmYQRXkjPUjiSE0Xi1fTVaV3Ph3VWRMtAhRCGdannwQptAfj0Qw8K/ZKCjrJBCTpRZ1d1t+bJ3CBEXb/DOykgZQRLiFjsLHTMG1SMjO5cxCyPIzJGBDiEAtBqFr/vWoZKDDHQI8W9j21blsequTFp9nL1RCWrHEQ9ACjlRpnWq5cFzrQP4Zf8lFu6Vs1CEKFDFzYYve4dw+NIN3l4pS2WEKGBnoePHwfXIzMljzIJwGegQ4haNRmFy31B8nCx59qcILt+QgQ5jJ4WcKPNeaWdYKjNpVST7zstSGSEKdKzpwfOtZamMEP8W6GrDV71DOByTzFvLZaBDiAK25jpmDAojKzef0TLQYfSkkBNlXsFSGR9HS579KZyrydL8RIgCY9tVNQx0rD4ue4KEKKR9sDsvPVaFpRExzNsdrXYcIYxGoKs1X/cJ5WhsMm8uPyoDHUZMCjlRLthZ6JgxuB7p2Xm88HMEuXJOkBDA3wMdBc1P4lNloEOIAi89VoW2NVz5cO0JDl26oXYcIYxG2yA3Xm5bhWURsSyW42yMlhRyotwIdLXh45612B+dxBcbT6sdRwijYWeh44eBdUnNzGHs4kPk5cvoqhBg2BP0Za9QXG3Mee6nCG6kZ6sdSQij8UKbKjSv4sw7qyI5fjlF7TjiDh66kFMUZZaiKHsURZlwj2tMFEW5qCjK1lsftR4tphAPpnuoF/0aGA5E3nIyTu04QhiN6u62vNc9mF1nE/huy1m14whhNOwsdXw/oC7xqZm8uuSILCMT4hatRmFyn1DsLXU8tyiC1MwctSOJf3moQk5RlJ6AVq/XNwb8FUWpcpdLawM/6/X6Vrc+jj5qUCEe1DtdgwjysOWVXw8TKx2XhLitd5g3T9Tx4uvNp9l99rracYQwGqHe9rzZqQabTsQxc8d5teMIYTScrc2Y0rcOFxJu8r9lsl/O2DzsjFwr4Ndbn28Emt3lukZAF0VR9t2awTO500WKooxSFOWAoigHrl279pBRhLgzc52WqQPqkpun5/lFEWTnyn45IQAUReGDHjXxd7bixV8OyX45IQoZ2qQyj9d059P1Jwm/II2BhCjQ0N+JVztUY82RK3LUk5G5ZyGnKMr0QssjtwIvALG3vp0IuN3lofuBtnq9vgGgAzrd6SK9Xj9Dr9eH6fX6MBcXlyL9AELcSWVnKz59sjYHL97gi42n1I4jhNGwMjNh6oB6pGXJfjkhClMUhU+fqo2nvQXPLzpIcrosIxOiwJgWAbSu5sL7q48TeTlZ7TjilnsWcnq9fnSh5ZGtgCmAxa1vW9/j8Uf0ev2VW58fAO62BFOIEtO5tgf9G/rw444oWUYmRCHV3G2Y1M2wX27mjii14whhNGzNdXzXvw7XUrN4a4UsIxOigEaj8GVvw365l385JOfLGYmHXVoZzt/LKUOA6Ltct0BRlBBFUbRAD+Bw0eIJ8WgmdK6Bn5MV45YcltFVIQrpHebN4zXd+WLjKRldFaKQ2pXsGduuKmuOXGH5wdj7P0CICsLRypQveoVwJj6NT9adVDuO4OELuRXAIEVRvgJ6A78rihKkKMoH/7ruPWABcAjYo9frNz16VCEenqWpCV/3DZXRVSH+RVEUPnqiFg6WpoxdLKOrQhQ2pmUADSo78vbKSC4lpqsdRwij0aKqC8OaVmbu7mi2nZb+Fmp7qEJOr9enYGh48hfQWq/XJ+v1+uN6vX7Cv647ptfra+v1+lp6vf6t4osrxMMrPLq64pCMrgpRwMHKlM97hXA6Lo1P18voqhAFtBqFL3uHoABjFx8iN0+aZglR4PWO1anqZs2rSw6TeFPOXlTTQ58jp9frk/R6/a96vf5qSQQSoiSMaRlA/coOvL1CRleFKKxlVReGNqnMnF3R7Dgjo6tCFPB2tOS9HsEcuJDED1vPqR1HCKNhrtPydZ86JKfn8MZSOXtRTQ9dyAlRFmk1Cl/1DkUPvC5vOkL8wxuPVyfQ1TC6mpwhe0mFKNAj1IuuIZ58s/kMJ66kqB1HCKMR5GnL+A7V2Hg8jpWHLqsdp8KSQk5UGN6OlrzZqQa7zyXw875LascRwmiY67RM7h3K9bRsPvr9hNpxhDAaiqLwXrdg7C11vPbbEVliKUQhw5v5UdfHnndXR8q5pCqRQk5UKP0aeNM00ImP1p7g8o0MteMIYTRqVbLj6eb+LD5wiZ1n5LgOIQo4WJnyXveaHI1N5scd59WOI4TR0GoUPnsqhPTsPN5ZGal2nApJCjlRoSiKwic9a5OXr+fN5dLFUojCXm5bBT9nK95YdoSbWblqxxHCaHSq5cHjNd2ZvOk0Z+PT1I4jhNEIdLVmbNuqrDt2lbVHr9z/AaJYSSEnKhxvR0te71iNraeusSxCulgKUcBcp+XTJ2sTk5TB5xtOqR1HCKMyqXswlqZaXl96hLx8GQQUosDTzf2o5WXH2yuPSRfLUiaFnKiQBjeuTJivA5NWR3ItNUvtOEIYjQZ+jgxu7Mu8PdEciE5UO44QRsPVxpx3ugYRfiGJBXui1Y4jhNEw0Wr4vFdtkjNy+GDNcbXjVChSyIkKSaNR+OTJ2mTk5PHxOmnuIERhr3WsjqedBW8tP0aONHcQ4rYeoV60qOrClxtPE58izR2EKFDd3ZbRLQJYdjCWv6IS1I5TYUghJyqsQFdrRrXwZ1lELHvlTUeI26zNTHi7axCn4lKZtzta7ThCGI2CLpZZefl8uFYGAYUo7LnWgVRysGDiimNk58ogYGmQQk5UaM+3roKXvQUTV8rMgxCFtQ9yo3U1Fyb/cZo4mXkQ4rbKzlaMaRnAykOX2X1WOrwKUcDCVMukbsGciU9j9i7p8FoapJATFZqFqZZ3uwVzOi6NOfKmI8RtiqLwbrdgcvL1fCBnywnxD8+2CsDH0ZKJK2XmQYjCHqvhRrsgN77ZdIZYOeapxEkhJyq8dkFutK3hytebzsjZckIU4utkxTMtA1h9+DK7ZOZBiNvMdYaZh3PXbvLjjii14whhVN7pGoQePe+tlrPlSpoUckIA73QNJi9fz2frT6odRQij8sytmYe3ZfmxEP/Quror7YPc+G7LWVl+LEQhlRwseaFNFTZExskgYAkzUTvAveTk5BATE0NmZvl/gzQ3N6dSpUrodDq1o1RI3o6WPN3cn+/+PMvQpn6EeturHUkIo2Cu0zKxSxBPzz/Az/suMrhxZbUjCWE03upcg3ZfbeeLDaf4vFeI2nGEMBojmvnx876LfPD7Cda80AytRlE7Urlk1IVcTEwMNjY2VK5cGUUpv78Aer2ehIQEYmJi8PPzUztOhTWmVQC/7L/EB2uOs2RM43L9OyfEw2hbw5VG/o58vekMPep4YWsuA05CgGH58dCmlflxRxRDmlSmpped2pGEMArmOi1vPF6d5xcdZGl4DL3re6sdqVwy6qWVmZmZODk5lfs/qBVFwcnJqULMPBozazMTXm1flQMXklh37KracYQwGoqiMKFzEEnp2Uz985zacYQwKs+1DsTeQseHv59Ar9erHUcIo9G5lgd1fez5fOMpbmblqh2nXDLqQg4o90VcgYrycxq7XmHeVHe34eN1J8jKzVM7jhBGo6aXHU/U8WL2rvNcSkxXO44QRsPOQsfYdlXZE5XAphPxascRwmgoisKELkFcS81i+jYZBCwJRl/ICVGatBrDzMOlxAzm776gdhwhjMr4DtXQKPD5hlNqRxHCqPRr4EOAixUfrz1BrjQFEuK2uj4OdAvxZPr2KK4my8qz4iaFnBD/0qyKMy2qujB161lSM3PUjiOE0fCws+Dp5v6sOnyZY7HJascRwmjotBpe71idqOs3WRoRo3YcIYzK+A7VyNfr+XbLGbWjlDtSyAlxB+PaVSUpPYfZO6PVjiKEUXm6hT92Fjom/3Fa7ShCGJV2QW6EeNszZfNZWZovRCHejpb0qe/N4v2XuJggS/OLkxRyjygqKooRI0bw1FNPqR1FFKMQb3vaB7kxc0cUN9Kz1Y4jhNGwNdcxqoU/m0/GE3ExSe04QhgNRVF4tX1VYm9k8Mu+S2rHEcKovNCmClqNwjebZVauOEkh94j8/f2ZNWuW2jFECRjXvhpp2blM3x6ldhQhjMrQJpVxsjLlq40yKydEYc0CnWng58h3f54lI1tm5YQoo2uF9QAAIABJREFU4GZrzuDGviw/GMPZ+FS145QbUsgJcRfV3G3oFuLJ3F3RxKfKBl0hCliZmfBMqwB2nr3OX1EJascRwmgoisL4DtW4lprF/D3RascRwqiMaRmAhU7L5D9kVq64SCEnxD283LYq2Xn5TN8ms3JCFDawkS+uNmZ8tfG0nJ0lRCH1KzvSsqoL07adk7OzhCjEydqM4c38+P3oFU5eTVE7TrkghdwjSkhIYMyYMRw8eJCPP/5Y7TiimPk5W9E9xJNFey+SdFP2yglRwFyn5dlWAeyLTmTv+US14whhVF58rApJ6Tn8vO+i2lGEMCojmvlhZarlh61yrlxxMFE7wIOatDqS45eLt3oP8rTlna7Bj/QcTk5OTJs2rZgSCWM0plUAyw7GMmd3NK+0q6p2HCGMRp/6Pny75Sw/bD1HI38nteMIYTTq+TrQyN+RH3dEMaixL2YmWrUjCWEU7C1NGdDIl5k7onilXVV8nazUjlSmFWlGTlEUN0VRdtznGp2iKKsVRdmlKMrwosUTQn1V3WxoH+TG3F3nSZNlMkLcZmGqZXgzP7advibnygnxL8+1DiQuJYvlEbFqRxHCqIxs5oeJRsM02bbyyB56Rk5RFAdgHnC/EvoFIFyv17+rKMpaRVGW6PX6IrepedSZs6JSFKXEnlv2lZQdz7YOZOPxOH766wKjWwaoHefOsm9C4nlIjDJ8JMdAesKtj0TIzcQrPwvsoWbEO3D4M9BZgqkVWDiAjQfYeoCtFzhVAZdqYG6r9k9VJun1ehIyE7iYcpGLqRe5mHKRhMwEEjMTuZF5g5TsFHLzc8lLv06uuz3a3zpgYWKBhYkFljpLnMydcLV0xdXSFU9rT/zt/fGx8cFEY3yLKAY28uWHref4Yds5vu9fV+04QhiNZoHO1K5kxw/bzvFUvUqYaI1wN0t+PqTE/H3fSDwPN6//fe/ISoH8XIJ1WcSaKPB1LTC1Ntw7zKzB2t1w37DxBAdfcK0Bdt5Qgn87lWcZuRlcSr10+95x9eZVkjKTSMpK4kbmDbLyssjNyybX2xP9+YWYx62/fe+wM7W7fd9ws3Kjsm1lAuwDsDG1UfvH+g9XW3N6hVViyYEYXm5bBTdbc7UjlVlF+asgD+gDrLzPda2AN259vh0IA/4sfIGiKKOAUQA+Pj5FiFLypNgSAKHe9jQLdGbmzvMMaVIZc53Ky2Ty8+HqEbi0F2Ij4PJBuH4aKPT7am4HVi5g6QT23mBiTlZWBuRFkmpXDWycDMVf9k1IugAX90DGv84Fs60E7jXBuyH4NAbPOqCTN9x/u5lzk/C4cI5cO0JkQiTHE46TmPn3vjGtosXR3BEHcwcczBwIsA/ARGOC7spRtCmJ5LmHkZGbQXpuOuk56RxLOEb8pXiy8rJuP4dOo8PPzo+azjWp41qHuq518bbxLtHBpgdhZ6FjYCNfZmw/x/nrN/FzlmUyQoBhIPjZVoGMWRjO2mNX6RbiqXYkSLsG0TsgNhwuH4IrhyA77e/va03ByhWsnAz3DrtKoNWRlhBJhpINPmGG63PSISsVLuyC1CuQX2i1iqk1uFSHSmHg08hw77BxL/2f1cjl6/M5lXiKg/EHiUyI5Nj1Y5xPPo++0H3cxtQGR3NH7M3s8bDywNzEHK0+H5Orp1Ecg8ly9L9977h88zKHrh3iRtaNf7yOm6Ub1RyrUce1DnVc61DTuSZmWrPS/nH/Y3SLAH7Zf4mZO6J4q3OQ2nHKrPsWcoqiTAeqFfrSFr1e/94D/PFgBRSsJ0gE3P59gV6vnwHMAAgLCzPKimnu3Lk4OzvTpUuXB7r+pZde4uOPP8bS0vIfXw8PD+fAgQOMHj26JGKKUvBs6wD6/7iX5Qdj6ddAhYGH9EQ4tQ7ObYaorYbRUjDcdL3qQs2e4FwVHP3B0c9QyP3L9TOHYPcgLgT0hxZ9/vsaORmQchmunYJrJyD+pOFGf3q94ftaU/BtCtUeh6odDSOwFZBer+d00mn+vPQney7v4ci1I+Tqc9EoGgLsA2hZqSXVHKtR2bYyPjY+uFu7o9Po/vtEG96Cs4eh2Yd3fI3krGRi02I5e+Ms526c4/SN02y6sIllZ5YB4GLhQotKLWhZqSWNPBthYWJR0j/6HQ1vVpnZu84zfds5PnmytioZhDBG7YPcCHS1ZtrWc3St7VH6Ay/5eYZButPr4dxWiDtq+LrWDNxrQUg/cAsGpwDDvcPGEzT/nTm8MG8IKblXoef0O7xGPty8ZpjRK7hvxEVCxHzYe6uHgFOg4Z5RtaOhsNMa3+qC0pCclczWS1vZdXkXe6/svT3g52juSE3nmnSo3AF/O3+8bb3xsfG582xaZgpsnQl1W0GT5//77dxM4tLjOJ98/va9IzIhku0x2wHDoGA9t3q08m5Fy0otqWRTqSR/5LvycbKkW4gnP+29yPNtqmBncYd7pLiv+/5L0uv1Ra080gALIBmwvvXfy5ydO3eSnp7OuXPniIuLIy4ujpEjR9K4cWPmzp3Ltm3b8Pf3R6PR8Mwzz6AoCpaWlly7do3XXnuN999/n7fffpvp06czefJkKeTKsMb+TgR52DJn13n61i+lmZCsNDixGiKXwbk/IT8HrN0gsB0EtIbKzQxLIYsri87CcEN3CoDqnf7++s0Ew+zfhV1wZiOse83wUfCHQK3eYO1SPBmM2Pnk86w9v5YN0Rs4n3weBYUgpyCG1hxKY4/G1HKpVWzFlKIo2JvbY29uT7Dz30vL8/X5nE8+T0R8BHuv7GVD9AaWnlmKmdaMlpVa0j2wO008m5TqMkxXG3OeqleJ38JjGN+hGk7W6o/2CmEMNBqFEc38+N+yo+w7n0jD0mgKpNdDzH44+hscXwlpV0GjM8yOtZkI/q0N790mpsXzehoN2LgZPnwb//31vBy4cgQu7jbcv/bNgD3fgbk9BPeAkP7g3aDcL8NMz0ln88XNrI9ez+7Lu8nNz8XJ3Ikmnk1o7NmY+m71cbdyL7a/KcxNzPG19cXX1pdW3q1ufz0pM4lD8YcIjwtne+x2Ptn3CZ/s+4RqDtXoGtCVzv6dcbZwLpYMD2pEMz+WH4xlyYFLjGzuX6qvXV6U5J0+HGgG/AaEAH+V4GuVmGbNmuHs7Ez16tWZOnUqbm5uLFiwgMaNDW9WHTt2pE+fPvTr149Dhw4RFGSYHnZxccHHx4dx48Yxa9YsdDod5ubmxMXF4eb2n8lJUQYoisLwZn68uuQwu84m0KxKCb7hxZ+A/bPg8C+QnQp2PtDoGQh+wrC8sbRvfFZOhsKueifo8CEknDPMDh5bChvehI0ToUp7aDjK8EdCObox5+TnsOXiFn499Sv7ru5DQaG+e30G1hjIYz6P4WRRut0aC2b9AuwD6FW1Fzl5OYTHh7Pl4hbWn1/PxgsbcTJ3oltgN/pX74+7VeksaRrWpDKL9l7kl/2XeK51YKm8phBlwRN1vPhs/Ulm7zpfsoVcZgoc/RX2z4b4SMOsW5V2htUaVToY9rSVJq0OKtUzfDR5wbAU89wWOLEGDi+G8LngGAD1hkLdwWBhX7r5Sti5G+dYfGoxq8+tJi0nDQ8rDwbWGEiHyh0Idgou9dlZB3MHWvu0prVPa16t/yoXUy6y9dJW1kev54sDXzA5fDJNvZrSv3p/mng2KZV8Nb3saODnyNzd0Qxr6odWU37+digtxVLIKYrSBgjS6/XfFfryPGCtoijNgSBgb3G8VmnT3Fpi8M033zB+/Hj0ej3vvPPO7e9bWRn2g+j1ehITE7G3N7wRpaWlERUVhYmJCdbWhjdPBwcHUlJSpJArw7qGePDJuhPM3nW++As5vd6wd2H753B+u+EmHNwD6g0zjKQaU3HkFGBY0tHkecMymsOL4NDPsOAJcA2Gxs8aZumKa8RXBek56Sw5vYT5kfOJz4jH08qTl+q+RPeA7rhYGs/so06ro5FHIxp5NGJ82Hi2x25n5dmVzIucx/zI+bSv3J4hwUMIdirZhlFV3GxoXsWZBXsuMKqFPzpjbOwghArMdVr6NfBh2rZzXEpMx9vR8v4Pehhp8bD7Wzgw27B/zb02dP0GgnsaV8MqMxsI6m74yEyBE6vg4E/wx0TY9inUGWQYsCzjS/b3X93PjCMz+OvKX+g0OjpU7kCvqr0IdQ1FoxjP+6KPrQ+DgwczOHgwUTeiWHVuFSvPrWTMpjEE2gcyOGgwnf07Y6ot2fv48KaVGbMwgj+Ox9GxpuylfFhF/o3S6/WtCn2+5V9FHHq9/gLQDtgFtNXr9XlFfS01hYSEMH/+fFq3bs2nn37KvHnz7npt1apViY6OJjc3lxdffJEPPviA0NBQtm7dCkBsbKzRNnURD8bMRMuAhr5sORnP+es3i++Jz/0JszvCvK6G/WltJ8ErJ6DnDMNSFWMq4v7NtTq0ew/GHoPuUw1fW/kcfFfPUNzll61/+uk56cw8OpOOSzvyxYEv8LPz4/vHvmdtz7WMrDXSqIq4f9NpdTzm8xhT2kxhbc+1DKgxgO0x2+m7pi8vbXmJM0lnSvT1hzapzNWUTNYfu1qiryNEWTOosS+KojBvd3TxPWlqHKx73dBJcs93hv1nIzfD6O2GWS5jKuL+zdwW6gyE4esMeat3gf0/wrd1Yc0rkHJF7YQP7a8rfzFk3RCGbxjOmaQzvFT3JTb12sTHzT+mrltdoyri/s3f3p+X673Mhic38GGzD9EoGt7e/TZdl3dlxdkV5OaX3NFL7YLcqeRgwexd50vsNcqzEt1EodfrLwO/luRrlLSQkBB+/dXwI/Ts2fMf3xs6dOjtz3/55Rf0ej1Tp07FxMSE2bNnAzB+/HjAMENna2uLmZnsHSnrBjTyYerWs8zddZ5J3Ws+2pNdO3Wr4cUfhg6Rnb4wjEqWxc6QJmZQZwCE9oezm2DL+7BiDOycDO3fh6od1E54T/n6fFafW82UiCnEZ8TTzKsZo2uPJtQ1VO1oReJl7cX4+uMZEzKGRScWMTdyLk+uepLO/p15ue7LuFkV/8qA1tVc8XWyZO7uaLoaQ4c+IYyEh50FnWp5sPjAJV5uVxVrs0f48ysnA/Z8Dzu+grwsqN0Xmo0F5zK6pNkjxNBE5bG3YceXEDEPDv0EDcdAi/GlvyT0IUUlR/HlgS/ZHrMdV0tX3mjwBk9WeRJzk7J3HzfVmtItoBtd/buy+/JuphycwsRdE5l1dBbjwsb9Y89dcdFqFIY0rsyHa09wLDaZml7/bdQm7s54hwfKIEVRGDBgAOnp6f/53uXLl28XdaJsc7Uxp2uIJ0vCY4p+QHhWKqx7A6Y2NjQRaf8BvBgBDZ4um0VcYYpi2Jcxahv0ng/6fFjUG34ZADcuqp3ujiKvR9L/9/5M2DUBV0tX5j8+nx/a/lBmi7jCbExtGB0ymvVPrmdYzWH8ceEPuq3oxvzI+cU+yqq5dUMOv5DEkZgb93+AEBXIsKaVSc3MZXlETNGf5OTv8F19w0BZQGt4bh/0+L7sFnGF2XlBl6/g+QMQ1AN2fQ3fN4DIFYatB0YmPSedz/Z/xpMrnyQ8LpxX6r3Cup7rGFBjQJks4gpTFIWmXk35pfMvTG41GUVReGHLC7yw+QVi04r/gPve9b2xNNUytzhnrCsIKeSKWfPmzf9z9AAYll0GBBjpQdLioQ1s5Et6dh6rDl1++Aef3Wwo4PZOM2zwfvGgYSO4STmbrVUUw16IZ3ZD23cNm9y/awC7vzO0qzYCmbmZTA6fTP+1/YlPj+ejZh/xU+efqONaR+1oxc7OzI6x9cayvPty6rnV4/MDn9NnTR9OJJwo1tfpFVYJK1MtC/ZcKNbnFaKsq+NtT7CnLT/tvfjwZ9TevA5LhsEv/cHMFoashr4/GfYrlzeOfoYZuhF/gKUjLBkCPz1lOBrHSOy5vIeeq3qy8PhCugd2Z80TaxhWc1iJ7ycrbYqi0Na3LUu7LeWVeq+w9+peeqzowdxjc8krxm0TdhY6uod6subIZVIyc4rteSsCKeSEKII63vZUd7fh530PMcOUfRNWvQALe4KJOQzfAF2/BqvSbfdb6kxMDct+ntsH/q1g41swvxvcuKRqrMiESHqt7sXsY7PpEdiDFT1W0DWgq1HvYygO3jbefP/Y93zd6muSMpPov7Y/M4/OLLabso25jq4hnqw5coVUuSELcZuiKPRr4MPJq6kcjkl+8AeeWG2YmTqxGlpPgNHbwK9FyQU1Ft4N4Omt0PETuLDbMAB6bKmqkTJyM5i0ZxKj/hiFTqNjbse5vNvk3VJv21/adBodw2oOY1WPVTT2bMyX4V8ycuNILqcVX3Hdr4EPmTn5rDxY/DN+5Vn5/otFiBJScEM+GpvM0Qe5IcefgB/bQMQCaPoyjNkJPg1LPqgxsfeGfj9Dt+/g8kH4oanhjKNSptfrWXRiEYPWDiIjN4Pp7aYzqckkbE2NuDFAMVMUhcd8H2NZt2W08W7DNxHfMHzDcOLT44vl+fs28CEjJ49Vh41nBF0IY9A91BMLnZaf9z7AIGBuFqx9DRYPBDtvGLMDWo43tPWvKLQmhk6WY3YaDhX/bTgsGw3Z/93CUtKibkTR//f+LD29lGHBw1jSdQl13eqWeg41uVu5803rb3i/6fucSDzBk6ueZEP0hmJ57lpedkWfsa7ApJATooh61PHCzETDz/vvc0M+/AvMaA3pCTBoObSbVPb3wRWVokDdQYabsnMV+HUwbHq31Dpb3sy5ybht4/h438c09mzMb11/o4lnk1J5bWNkb27PFy2/4KNmH3Ei8QS9V/cmIi7ikZ83pJId1d1t+GWfurOuQhgbG3Md3UI8WX3k8r1nrG9chFntYd90aPgMjNgIrjVKL6ixcQowrGJp+QYcWQyz2kFi6XU5XBO1hr6/9yUxM5Fp7abxStgrZX4fXFEpikKPwB781vU3AuwDeHXbq3x14KtH3nNd5BnrCk4KOSGKyM5CR5fanqw8GMvNOzU9yc+HTZNg+WioFGYoXgJal35QY+ToB8PWGs7I2znZsP8hI6lEX/LqzasMXjeYLRe38Eq9V/i2zbfYm5evA2iLQlEUugZ0ZVGnRVibWjNiwwgWn1z8yM/Zt743R2OTORYrN2QhCuvbwNuwx/puM9YxBwwrOBLPQ5+f4PFPyt8e6qLQmkDr/8GAJZB8CWa0Muw5L0H5+nymREzhfzv+R5BTEEu6LqnQg3+FVbKpxJwOc+hTrQ9zIucwZtMYkrMe7f3+oWasBSCFnBCPpH9Db25m57H63zfk7HT4bSjs/MpQrAxaDjZy0OU/mJgZ9gh2+xaid8KcTpBcMmvjI69H0u/3flxOu8zUx6YyrOawcr8X7mEFOgSyqPMimno15YO9HzA5fPIjLW95ok4lTE00LN4vs3JCFBZ6rz3WkcthbmfQWcLIP6BGl9IPaOyqtINRW8HWy9AR+dDPJfIymbmZvL79dX48+iNPVnmSH9v/iKula4m8Vlml0+qY0GgC7zV5j4i4CIasG8LVm0U/R7RgxnrV4ctF7wpewchfMkI8gro+DgS4WLGs8ObczGRY8AQcXwXtP4QukyvWnoaHVXcwDPjN0PxkVnuIP1msT//Xlb8YtmEYZlozFjy+gCZeMpp6N7amtnzT+hv6VOvD7GOzmbBrAjn5RWtYYmepo1NNd1YcjCUzp2wdCi9ESVIUhT71vTkWm8Kpq6l/f2Pfj7BkKHiEwtNbwKWaahmNnqM/DF8Pvk3+Pq+0GPdV3cy5yZhNY1gfvZ5X6r3CO43fQaeR+/jdPFHlCaa3m05cehwD1g7gTNKZIj9X7/qVyMjJY/2xoheEFYkUckI8AkVReKKOF/vOJ3IpMR3SE2F+d4g9AL3mQJPnDfvCxL35tzQstczPgdkd4MrhYnna7THbeW7Tc1SyqcTCTgsJdCgHZy2VMK1Gy1sN3+KFOi+w6twqxv45luy87CI911P1vEnNymXzieJpoiJEedE1xBOtRmF5wSDgrimw9lWo1gkGryz/3YyLg7mtYRCw5pOGvdab3i2WYi45K5lRG0dxKP4Qn7X4jGE1h6HIffy+6rvXZ27HuaCHIeuHEJkQWaTnqevjgK+TJcsPPsJ5ixWIFHJCPKLuoV4AbNgfCfO6QlykYV9D8BMqJytjPGobNrOb2RiK4atHH+npNl/YzEt/vkSgQyCz288u9+2hi5OiKIyqPYoJDSewLWYbr257lZy8h5+ZaxzghKuNGSsOSTtpIQpztjajZVUXVh6KJX/rp/DHRAjuCb3nV9xmWEVhYgY9Zxq2MOz62nBQ+iMUczcybzBy40hOJJ7gq1Zf8bjf48UYtvyr5liN+Z3mY6OzYdTGUUU6p1RRFHqEerH7XAJXkjNKIGX5IoXcI4qKimLEiBE89dRTakcRKvF2tKSFrznN9o5Bn3AW+i+Gah3VjlU2OfoZDrrVWcK8boaiuAh2X97Nq9tfJcgpiJntZ0pTkyLqU70PbzZ8kz8v/cn47eMfepmlVqPQPdSTrafiuZFetFk9IcqrHnW86Ji2HM3WjyCkHzw5U5bhF4VGA52/MizT3/ElbP24SE+TnpPOs5ufJepGFFPaTKGNT5tiDloxeFl7MavDLKx0Vjz9x9OcSjz10M/Ro44Xej2sOiRH2NyPFHKPyN/fn1mzZqkdQ6gpJ5PPcj8lMC+K6DZTIUDe/B9JQTFnYgYLej70weFHrh3h5T9fxt/Onx/a/oCNqU0JBa0Y+lXvxxsN3mDzxc28t+e9h26A0j3Ui5w8Pb8fvVJCCYUomzrm/sk7ugUctWlhOF9To1U7Utml0UCXb6DOQNj2Keyd8VAPz87L5qU/X+J4wnE+b/k5zbyalVDQiqGSTSVmdZiFudac0X+MJjbt4VZl+DlbUcfH/u+lx+KupJAT4lHk58Oyp3FP2Mvr+c8y73p1tROVD04BMHAZ5GTAT70g48YDPex88nme3fwsTuZOTGs7rUId8l2SBtQYwJiQMaw4u4JpR6Y91GODPW2p4mrNCrkhC/G30xsxXfMCp63qMThlNJn5sgfrkWk00HUKVOsM616DE2se6GH5+nze3Pkmf135i0lNJslMXDHxtvFmRrsZZOdn88ymZx76aIKedbw4eTWV45dTSihh+SCFnBCP4s8P4cQq6PARGdV7subIZfLyi69zVoXmFgR9F0LCWVg8EHLvvTQvOSuZF7e8iFbRMqP9DFwsXUopaMXwbMizdA/oztRDU1lxdsUDP05RFHrU8WJ/dJKhIZAQFV38SfhtOLgFkdhlNklZCptOxKmdqnzQaA1LVL3qwdIRcGn/fR/yw+Ef2BC9gVfqvUL3wO6lELLi8Lf3Z0rrKcSkxvDilhcfqnFWl9qe6LQKK2WP9T1JIfeIEhISGDNmDAcPHuTjj4u2LluUUUd/gx1fGNblN3qWLrU9uZ6Wzb7ziWonKz/8WkCPqRC9Azb8766X5ebnMn7beGLSYpjcajLeNt6lGLJiUBSFd5q8QyOPRry35z2OXnvwZjTdQz0B7n4AshAVRXoi/NwXdBbQ92fqV/PF2dqMdUel1XqxMbU07FW38TAMAqbevUjeEL2BaYen0T2gO0ODh5ZexgokzD2MD5t9SER8BJ/s++SBH+dgZUrTQGfWHrvySGealncmagd4YOveeOQudv/hXgsef/BfqjtxcnJi2rSHW2okyoErh2Hlc+DTGDp9CYpCq2oumOs0rD16hcYBTmonLD9q94arR2D3t+AVBqH9/nPJ5PDJ7Lmyh0lNJlHXra4KISsGnUbHFy2/oM+aPozdOpbFXRbjZHH/3/VKDpaEeNuz/thVnmstR0CICio/z3BOXEosDP0d7L3RAh1rurE0PJaM7DwsTGWfXLGwcoa+P8HMtob/zYes+k8jmVOJp5iwcwKhLqG83fhtOWKgBD3u9zinEk8x69gsajnX4okqD9bVu1NND15beoRjsSnUqmRXwinLJpmRE+JhZaUabgyWTtB7AZiYAmBpakLraq6sj7wqyyuL22PvQuXmsObl/5wx9+fFP5l/fD79qvejZ5We6uSrQOzM7JjcajI3sm7w2vbXyM3PfaDHPV7TnaOxybK8UlRc27+A89sMHRa9G9z+cqeaHmTk5LHttJy3WKzcgqHbt3BxN2yc+I9vpeek8+q2V7E1tWVy68mYak1VCllxvFDnBRp5NOKDvz4g8vqDdaRuF+SGVqOw9pg0y7qbsjMj94gzZ0VVkiM0MlVcBun1sGYsJEUbRlSt/7kPq1MtD9Ydu0r4hSQa+Dmqk7E80prAU3NgRktYMgzG7ABTK67evMrE3ROp4ViDV8NeVTtlhVHDqQYTG01kwq4J/Hj0R54Jeea+j3m8pjufrDvJhsirjGzuXwophTAi0Tth2ydQu4+hs2IhDfwccbQyZe3Rq3Ss6aFSwHKq1lMQGw5/TTUs1a/eCYAP937IxdSLzGw/U84YLSVajZbPWnxG7zW9Gb99PL91/Q1LneU9H+NgZUqTACfWHb3Cax2qyazpHciM3H3o9foS+xBl0KGf4OgSaPU/8G3yn2+3ru6KmYlheaUoZtYu8MR0SIyCDW+Rm5/L69tfJycvh89bfi4jqqWse2B3uvh3Yfrh6Ry5duS+1/s6WRHkYcu6Y7IXSFQwNxNg6Uhw8IPOhqX4hZloNXQIdmPziTgyc/JUClmOtX3XsJVm1fOQGsfqc6tZdW4Vo2uPpr57fbXTVSgO5g583OxjYlJj+Gz/Zw/0mE61PIhOSOf4FeleeSdSyBWzl156ifT0/y4dCg8PZ/r06SokEsXmxkVY97phiV/zcXe8xNrMhJZVXVh37Ar5sryy+Pk1hyYvQPgc5m19k4j4CCY0moCvra/aySqkNxu+iaulK//b8T/Sc+6/ZPLxmu6EX0giLiWzFNIJYSTWvgo3r0OvOWB253MtH6/pwc3sPHacuV7K4SoAEzPoOROyb3J15Wg+3PshdV3rMqr2KLWTVUhh7mH35wsiAAAgAElEQVQMrzmcpWeWsvni5vte3z7IDY2CNAS6Cynk7uPChQsMGjSIcePGsXPnTgYOHMjIkSNZuXIlAIsWLWLUqFGMGzeOuLg4FEXB0tKSa9euMWzYMGJiYhg+fDi1a9dmx44dKv80osj0elj1ouE/u39/z4NbO9XyIC4li4OXHuzsM/GQ2kwgyj2IqRfX0tarBV38u6idqMKyMbXho2YfcSn1El+Ff3Xf6x+v5Q7Ahki5IYsK4sRqiFwGLV8Hj5C7XtY4wAl7Sx3rZDVHyXCtjr7tJN5LPUZ+bhYfNPsAE03Z2V1U3jwX+hw1HGswafckkjKT7nmtk7UZjfydWCf75O5ICrn7+P7773n77bf58ssvWbFiBe+//z4zZ85k4cKFAMTExFC7dm1efvllIiMjCQoKAsDFxQUfHx/GjRvHlClT0Ol0mJubExcnZ8WUSQcXQtSf0G4SONx79qd1NVe0GoUtJ+X/65KQpzHhbQ8PLPL1vJWaLWvmVRbmHsbAoIEsPrWYQ/GH7nltoKsNga7WrJfllaIiSE+ENa8YlvU1e/mel+q0GlpXc+XPU/HSLKuErHb2YIelBS/dSMUbWYqvJp1Wx4fNPiQ1O5UvDnxx3+vb1nDj3LWbXEi4WQrpyhYp5O5Dr9ej0Whuf17wR2PBf7722ms0b96c8ePHEx4ejr29PQBpaWlERUVhYmKCtbU1AA4ODqSkyBrfMif1Kmx4C3ybQdiI+15uZ6kjzNeBzSekA1lJ+OXULxy+cYbXnRrgfPhXQxMBoarnQ5/H3cqdSXsmkZOXc89rH6vhyr7ziaRm3vs6Icq8jRMgIxG6T/1P6/s7aVPdlaT0HA5duvcMhXh41zOu8+n+z6jjUJ1+ycmw/g21I1V4VRyqMKzmMFadW8VfV/6657WP1XAFkL+r7kAKuft49tlnee+993jjjTfo3r07EydOZPTo0fTrZzjLasaMGSxcuBCNRkPDhg2Jjo4mNzeXF198kQ8++IDQ0FC2bt0KQGxsLD4+Pir+NKJINr0LuRnQbQpoHuyfzGM1XDl5NZXYGxklm62CSchI4LuD39HUsyldOn4H9r6w+mXIzVI7WoVmqbPkrYZvcfbGWeZGzr3ntW2quZKbr2en7AUS5dnFvYbmWI2fB4/aD/SQFlVd0GoU+WO1BEyJmEJ6bjqTWn6GpvmrhuWuZ/5QO1aFN6r2KHxsfHh/z/tk5t5977SvkxWBrtZsOSn/Nv6tSIWcoihuiqLcc8OXoiheiqLEKIqy9daHy72uN1Z+fn7MmzePTz75hBYtWrBgwQKmT5/OE08YDjMcNWoUn3/+OYsWLaJ58+a3Z+Fmz56Nr68v48ePp1WrVqSlpWFra4uZmZnKP5F4KJf2weGfDTdjp4AHflib6m4A8qZTzL6J+IbMvExeb/A6ipkVdJkMCWcMh4ULVbXybkU733ZMPzKdK2l338tQz9cBW3MT+bchyq/8PFj3Gth4QIvxD/wwO4v/t3ff0VGed6LHv89oRr0OKggV1JGwAYkiqjCm2L7GZUncEuKssXchd9exnfjgvTlZ35zE9jrJ+ibHjuNCYuLr68WOa3CBDZhiBDYd0bskQAVQAVUEkua5f7ySACEhIc3MO9L8PudwkGdePc/Pfj3z1Pf32JiQFCGfDSfbW7GXT499ysMjHyY5LNnY5hqZASsWyySgyfyt/jw7+VlO1p3scRJwVmY0W4qqZDdHJzc8kFNKRQD/Fwjq4dKJwAta6xltfyr6EuBAopRi/vz5XWatLCsrY/Hi3n+hCw/gaDW+6ENiu81S2Z3UqCCGDwlk7UF5Ts5ZOhrjrLbGGCBtFmTeBRt/D/XS+THb4vHGd9zLu17u9hqrj4XpGVGsO1whmV3F4LTr/0F5Acx5DvyCb+hXZ2XGcOh0HSXnes4CK3rm0A5e3PoikQGRLBq9yHjR6gd3vAjnimDrn8wNUDApdhJzhs9h6b6lVDR2P1SYmRlNc6vs5uisLytyrcCDQE8Pe00C/kkptVMp9R99qGdAysvLIzDw2gMOMzIySE3t/YqO8AAF/9XnxlgpxczMaDYdr6LxUouLAvQeWmt+ve3XRAZEXpsyevYvoaUJ1r1gTnCiQ2xwLD8c+UO+LPySfZX7ur1uZmY0lfUX2VdW48bohHCDphpY8ytInGwcRn2DZrY9C7ROVuWc4vPjn7O3ci8/HfdTgmxXrD+kzTb+fP1b45w/YaqfjP0JzY5mXi14tdtrxg2PICzAxhr5bFylx4GcUurNK7ZHrgee0lr3pvVdCcwAJgCTlVLXbBJXSi1USm1XSm2vqBj0C3ZiIGlugnUvQvyEPjXGYMysXmpxsOmYNBL9tfbkWvZU7OGJnCcI9u00qI5Mgwn/DDvfgTMHzAlQdHhs1GPY/e3857b/ROuuV9xuyYhCKdl6LAahb16FxipjxacPGXVTo4JJjgziK3lOrt8utV7i1YJXuXnIzcxNmXvtBbc9D5fq4OvfuD84cZWE0ATmZ87n06Ofcrj6cJfXWH0szBgRxbpDZ2U3xxV6HMhprRddsT1yhtb6V70s+xutdZ3WuhXYBaR3UfYSrfV4rfX4qKgB+QidGKy2vwV1ZTDrF31qjAFyk+0E2HzIPyqTFP3R6mjlD7v+QFJoEnen3t31Rbc8A36hRmIaYaogWxCP5zzOzrM7WX9qfZfXDAn2IzshXFYdxOBSXwHf/hFG/gMMy+lzMbdkRLG5sIqm5lYnBud9PjzyIacbTvPE2CewqC66u9FZMO4Ro72vLnJ7fOJqC8csJMwvjN/v/H2318wYEUVVwyUOlEsG+HauzFr5d6VUrFIqELgN6H6fjRCe5GId5P8fSLkVkvP6XIyv1cLEFLvs5+6nFUUrOF5znMdzHu/+ANdAO0x9Ao7+HUp2uDdAcY15afNICEng9d2vd7sqNyMjmj2lNZxruOTm6IRwkY2/NzIc3/rzfhWTlx7JxRYHO0/IMQR91djcyJI9S8gdmsuk2EndXzj9GbBYIb/ns8yEa4X6hrLg5gVsKt3U7ZmkU9MiAciXflUHpwzklFIzlVKPd3r5l8A6YDPwhta667VSITzN5teNrTGznu13UdPSIimsbJBjCPqoubWZPxb8kSx7FnOGz7n+xbkLISACvv61e4IT3bJarCwavYiD1QdZd2pdl9dMSx+C1vBtoWw9FoNATQls+zOM+T5EZfSrqIkpQ7BaFPnHpLPaV8sOLaO6qZof5/y449zfLoXGwrgFUPAeVBe6L0DRpYdGPESEXwRv7H6jy/ejQ/wZERPCJvlsdOjzQE5rPeOKn9dqrV/t9P46rXWm1np05/eE8FgX6+DbV2HEXIgb1+/i8tKNLcObZPaoT74o/ILS+lIez3m8660xV/ILgSk/hqOroGS7ewIU3ZqbMpfEkMRuV+VGx4cT7GdlozTIYjDY9AroVpjxb/0uKtjPSk5iuHRW+6ixuZG397/N9PjpZEdn9/wL054yDmzfIKtyZgu0BRqrcmXdr8pNS49ka3G1bD1uIweCC3GlHW8bWcdu8LiB7mTEBBMV4iczq33g0A6W7ltKpj2TvLhebnHNXQgBdlgvq3Jms1qsLBqziEPVh1h7au0179t8LExMtvONfDbEQNdQaSRbGv0ghCc6pchpaVHsla3HffLx0Y+puVhzbYbj7oQMhfGPwu73ZVXOAzw44kHs/nZe3/16l+9PS4/kUouDbcXVbo7MM8lAToh2LReNB9WT8iC+/6txYBxDMC0tkk3HKiXL0g1ad2odxbXFPHrzo9ffGnMlvxCY/C9wbLVksPQAdybfSVxwHG/ve7vL96emRVJc1ShnZomBbcubxrNxU590WpGy9bhvmh3NvHPgHcbFjGNM1Jje/+LUJ8HiA9++5rrgRK8E2gJ5eOTDfFP2TZcZLCcm27H5KMk/0EYGckK02/MB1JXDtJ84tdhpaZFUN1zi4GnJstRbWmve2vsWccFxPT8b19n4x8AaAJv/6JrgRK9ZLVYeHvkwBRUF7K7Yfc377Q+ufyNHdIiB6mI9bF0CmXdB1AinFTumbeuxJHW4MSuLVnK64TSP3vzojf1iyFAYdb9xfmyjrPSY7f6M+wmwBvDOgXeueS/Q18rYxAjZlt9GBnL9VFhYyGOPPcZ99/XtrDHhIRwO2PQyDB0NqTOdWvS0dKOzKrNHvbf9zHb2Vu5lwU0Lus9U2Z1AO+TMbxuYn3FNgKLX5qXNI8Q3hHf2X9sgZ8QEExnsJw2yGLh2vgNN52HqU04t1upjYVLKEDYek+NresuhHSzdu5T0iPTeb8e/0uR/heZG2L7U+cGJGxLmF8a8tHmsKFrB2cZrj6nJS49kf1ktVfUXTYjOs8hArp9SUlJ46623zA5D9FfhWqg6aiTL6OO5cd2JCfUnNSqILUUyy9dbyw4uI9wvnHvT7u1bAZP+BVqbYdufnBuYuGGBtkDuz7ifr05+RUldyVXvKaWYmjaEb47L1mMxADkcxmpc4mRImOD04qemDeFU9QXJetxLW8q3cLzmOI/c9Ejvt+NfKeYmYyJ36xLjUQthqh+M/AEO7eC9Q+9d897kVGOCXJ6Tk4GcEIatf4agKBjZx4FDD3KT7WwrrqZVOqs9Ot1wmnWn1jEvfR7+Vv++FTIkFUbcCdveguYm5wYobtj3M7+PBQvLDi275r2pqZFU1l/ieEW9CZEJ0Q/H18C5IpjwTy4pfkKSHYBtMgnYK389/Fci/CK4Pen2vhcy+XGoPwP7PnFeYKJPEkISmJU4iw8Of0BTy9Xt+Ki4MPxtFrYWyVmLMpAT4twJOPLfMPYfwernkipyk+3UNbVw+HSdS8ofTD468hEO7eCBjAf6V9DEhXChGg5+5pzARJ/FBMUwe/hslh9bzsXWq2e6JyS3dVaLpUEWA8y2P0NQNGTd45Lis2JDCfGzslVWHXp05QSgn08/2vHUmWBPhR1/cV5wos++l/k9ai/VsurEqqte97VayEmIYGuxPF8tA7l+qqqq4kc/+hG7du3ixRdfNDsc0Rc7/mJspxz3iMuqaJ9Z3VokXzrX09zazMdHPyYvPo/4kPj+FZY0HewpsF0aZE9wX8Z9RoNcfHWDnDQkkMhgX9kiIwaWc8Vw5O8w7h/B6uuSKnwsinFJEWyVFbkefXjkQ7TWPDCinxOA7X2BU1sk87EHGB8znqTQJD48/OE17+Um2zlQVktdU7MJkXmOG8wiYJ7fbP0Nh6oPObXMTHsm/5bbv8M7hwwZwhtvdH0CvRgAWi4aD6uPuBPCE1xWTXxEIHHhAWwtruaRqckuq2egW3NqDZUXKnloxEP9L8xiMVZZv/oFVBx2akY5ceNyh+aSGJLIR0c+4u7UuzteV0oxIckunVUxsGxfCsoC4xa4tJrcZDvrDx+mqv4iQ4Jds2NkoGtubebjIx8zPX46ccFx/S8wez6sfc44V/bO3/a/PNFnSinuy7iPl7a/xNFzR0mPSO94LzfZjkPDjhPnmDEi2sQozSUrcsK7HV4BjVUw3rWNMRhfOluLzqG1PCfXnU+OfEJccBxT46Y6p8Ds+WCxGQ2yMFV7g7zz7E6Onz9+1Xvjk+yUnr9AmSR1EANBawsUvAcZt0OYEwYO1zFRth73aEPJBqqaqvq/GtcuaIixXXb3+3BJzrg02z2p92Cz2PjwyNWrcjmJ4VgtyusnAQfMilx/V876qk+Zj3ogHXkPUvAehAyDlFtdXtWEJDuf7iqlqLKBlKhgl9c30JxuOM3m8s0sGrMIi3LSHFNwFGTdBQXLYNYvwNbH5CnCKe5Nu5dXdr3CR0c+uuo7Pbc9qUNxNfdmu7ZjLES/HV8DDWeNiSIXGxUXjp/Vwtaiau64eajL6xuIlh9fTmRAJFOGTXFeoeMXwL6P4MByyP6e88oVNyzCP4I5w+fwxfEv+Om4n3YkQQv0tTIqPszrB3KyItcDrbXT/wgPUX8Wjn0Fox8Ai4/Lq8tNbn9Ozru/dLrzReEXaDT3pDg5cUDOw8Y5T0dX9XytcCm7v51bE25lRdEKWhwtHa9nxYYQ5OvDdll1EANBwTIIsEP6bS6vytdqIScxXJI6dKO6qZr8knzuSrnrxs8cvZ7hUyEiCfa877wyRZ/NS59HXXMdX5d8fdXrucl29pTU0NTcalJk5pOB3A347LPPyM/P7/b9J598ksbGq5fhd+zYwZtvvunq0ERf7PkAdCtkf98t1aVGBWEP8pUtMl3QWvPZ8c8YGz2WhFAnP6uYfIuRWW7PX51bruiTuSlzqW6qZnP55o7XrD4Wxg6PkIQnwvNdOGdsyR91v8uSnHSWm2Qkdai/2NLzxV5mZdFKWnQL96Q6eQJQKRj1ABRtgNpy55YtbtiEmAlEB0TzReEXV72em2TnUquD3afOmxSZ+WQg14Nly5axcOFCnn76acrLy6mpqeHtt99mwYIFPPfcc7zwwgsAVFdXo5SioaGBBQsWUFJSwqOPPsro0aOvO/gTJtr9Hgwb67YkGEopchLCKTglA7nO9lXuo6imyPmNMYCPFUbdZ6zIXZD/9mbLi8sj1Df0mgZ5QpKdw2fqqGn07gxkwsPt+wRaL7l1u13O8AgcGvaUeG9ntTvLjy0ny551VRIMpxn9AGgH7PvY+WWLG+Jj8eHOlDvZWLKRc02X2/HshHAACmQgJ7pTUlLC6NGjeeqpp/Dzu5wx6o477uDZZ59l3759ABQUFDBy5EiioqJITEzk6aef5pVXXsFms+Hv78+ZM2fM+lcQXTm9D87sc9tqXLvshHCOVzRQc0E6q1f6vPBz/Hz8uC3JRVuVRj9gdL4OLHdN+aLXfH18uS3pNtaeXEtj8+UdDOOGR6A17Cn13gZZDAB7PoCoLIjNdluV2fHSWe3KsXPHOFh90DUTgACR6cZkr+zm8AhzU+bSoluuOsJmSLAfCfYAr/5syECuB8888wx5eXksXryY5ubLne+goCDgcuKS6upqwsPDqa+vp7CwEKvVSnCwkdAiIiKC2tpa9wcvunfgb0bq6JH/4NZqsxONBllmVi9rdbSy+sRq8uLyCPENcU0lsdkwJN3ohAnT3ZVyFxdaLrD21NqO10bFhwFQcFI+G8JD1ZbBqc0w6rvG1js3iQjyJWlIoHw2Oll1YhUKxR3Jd7iuktEPwuk9cPag6+oQvTIiYgRp4Wl8WfTlVa/nJETIQE50b8mSJbz77rtYLBbq6uq6vS4jI4Pi4mKeeOIJnn/+ebKzs1m/fj0ApaWlJCYmuili0SOtYf/fjIeZg6PcWvXo9plVaZA7FFQUUHmh0nWrcWB0ukY/ACc2GZ0xYaqc6Bxig2JZWbSy47VQfxupUUHslkkO4akOfGb8PXKe26vOTgin4NR5SZh2hdUnVjM2ZiyRAZGuq+Tm7xiTvvs+cV0doleUUsxNmcuus7sor7/83GJ2QjjlNU2cqW0yMTrzDJjjB8yycOHC677//vtGRqNRo0bx2muvsXTpUgAWL14MQH19PaGhoVdtyxQmO3sQqo7CpB+5veqwABtp0cFePXvU2eoTq/G1+DI9frprKxp5L6x7AQ59Cbn/7Nq6xHVZlIXZw2fz/qH3aWhuIMhm7HAYkxDOhiOVaK1dcvSLEP1yYDlE3wSRaW6vOjshnL8VlFFe08Sw8AC31+9pCs8Xcuz8MX6W+zPXVhQcDYlT4NAXMPPnrq1L9Gh24mxe3vkya0+tZX6WcfxH+06nXSfPe+URHbIi5yRKKebPn39N1sqysrKOQZ3wEAeWAwoy7zaleplZvcyhHawuXs20uGkdnXmXiRoBkRlw8HPX1iN6ZVbiLJodzeSXXk4GlZ0QTmX9RcpqvHNmVXiwutNw8lu4yb3b8dtlJ0YA8pxcu9UnVgMwe/hs11eWdTecPQCVx1xfl7iupLAk0sLT+OrEVx2vjYwNxeajvPazIQM5J8rLyyMwMPCq1zIyMkhNTTUpItGlA8th+BQIiTGl+uyEcKoaLlFy7oIp9XuSPRV7OHvhLHOS5rinwsy7oHgjNEqae7NlR2Vj97ez5sSajtfGtG099uZU0sJDHfwc0MbKvgmyYkPw9bF4bWe1s9UnVpMTnUN0YLTrK8u6y/j7kEwCeoJZibPYeXYn1U1GO+5v82FkbKjXZgSXgZzwLhVHoOKg25OcXKk9Xe4uaZBZdWIVNouNW+JvcU+FWXcbZwceXtnztcKlfCw+zEycyYaSDVxsvQhAVmwovj4WGcgJz3NguZGt0k3H1XTmZ/Vh5LBQeb4aOFF7gsPnDjNnuJsmAMPiYViO7ObwELOHz8ahHaw/tb7jteyEcPaU1NDq8L6dTjKQE97l8Arj78w7TQshc2gI/jaLNMjA16e+ZmLsRNdlq+xsWA6ExkuD7CFmJc6isaWRLeVbAPC1WozOqgzkhCe5cA5OfGNquwFGZ3VvaQ0trQ5T4zBbewd+ZuJM91WadTeU7oCaEvfVKbo0ImIEccFxV22vzE4Mp/FSK0fPdp+UcLDy+IGctzxH5C3/nqY7uhpibjZm2Exi9bGQFRvK/rIa02LwBMU1xZysO+n6JCdXUsrYJnN8LVxqcF+9oksTh04kxBbCmpOXt1e2d1a9cWZVeKjja42V/PTbTQ1jdHwYF5pbKaz07u+u/JJ80sLTiAuOc1+l7c/Uy24O0ymlmJU4i2/Lv+04i3RUnHF8zf5S7zvqy6MHcv7+/lRVVQ36QY7WmqqqKvz9/c0OZXC7cN54WD3dhWnue+mmYaEcKKvF4cWd1fYkF3lxee6tOON2aL1oPCsnTGXzsTFp2CQ2lm7s+J4fHR9G46VWCivqTY5OiDZHVkGAHeLHmxrGTcPaOqtePAlYf6meHWd3kBfv5nYjMh0ikuDYVz1eKlxvevx0WhwtHbs5kiODCbD5sL/M+wZyHn38QHx8PCUlJVRUVJgdisv5+/sTH2/eKpFXKFxnzKpmmDurCkaD/O7mk5w618jwIS7O1uihNpRsICUshfgQN/9/nzgFbIFGg+wB/y94u7y4PFafWM3R80fJiMhg5LBQAA6U15Ie46Ytt0J0x9EKx1ZD2myw+JgaSmpUEH5WC/tLa5mXY2ooptlcvpkWR4v7JwCVgrQ5UPBf0NwENpl4N9PY6LEEWAPYWLqRWxNvxceiyIwN8cpJDo8eyNlsNpKTk80OQwwWR1aBfzjEmTurCsaKHMD+slqvHMg1NDew/cx2fpD1A/dXbvOHpDxjm60w3ZRhUwDYWLqRjIgMUqOC8fWxcKCslnuz3bh1SoiulO6ExiqP2Mlh9bGQOTTEK1cd2uWX5hNiCyE7Otv9lafPgW1/gpPfQKobn88T17D52JgYO5FNZZs6zh29aVgoy3eV4XBoLBbvOYfUo7dWCuE0DsflWVUf8+cvMmJC8LEor5w9gsuzqm59Pu5K6XPgXBFUHTenftEhJiiGjIgMNpVuAsDmYyFjaDAHyr23syo8yNG/g7JA2iyzIwFg5LAw9pfVDPpHTrqitSa/JJ8pcVOwWWzuDyBpGvj4wrE1PV8rXC4vLo/S+lKKaosAY6dT3cUWTp1r7OE3B5cbHsgppcKUUiuVUquUUp8qpXyvc+1bSqlvlVL/3r8whein8gJoqPCIWVUwzj1Jjw722pnV/JJ8gm3B5syqwuVOmTzv4BGmxk1l59mdNDQbSRxGxhrPkHpjZ1V4mKOrIX4CBNrNjgQwdnPUNrV45Tmkh6oPUXGhwv3bKtv5BsHwqbKbw0NMjZsK0DEJeOVOJ2/SlxW5+cDvtNa3AaeBO7q6SCn1HcBHaz0ZSFFKpfc9TCH6qehr4+/UW82N4wo3DQvzui+cdlvKtzBh6ARzZlUB7ClgT5UG2UPkxeXR4mhhc/lmwBjIVTVc4kztRZMjE17twjko3+1R2+i8tbMKdCS2mDxssnlBpM+BysNw7oR5MQgA4oLjSA5LZmOpkbgsIyYEqxfudFL9mfFUSn0EvKS13tzFe68A/621XqGUeggI0Fr/pdM1C4GFbf84Ajjc52BcJxKoNDsIYQq5995L7r33knvvveTeeye5797LU+/9cK11VG8u7PFhIaXUmxiDrHZrtda/UkpNBiK6GsS1CQJK236uBsZ2vkBrvQRY0ptAzaKU2q61Nj87hnA7uffeS+6995J7773k3nsnue/eazDc+x4HclrrRZ1fU0rZgT8A373Or9YDAW0/ByOJVYQQQgghhBDCKfqS7MQX+BD4mdb6epuEdwDT2n4eAxTfcHRCCCGEEEIIIa7Rl1WyxzC2Sf5cKbVeKfWgUmqkUur5Ttf9DXhYKfU74AHgy37GahaP3vopXEruvfeSe++95N57L7n33knuu/ca8Pe+X8lOeixcqQhgDrBBa33aZRUJIYQQQgghhBdx6UBOCCGEEEIIIYTzSQKSXlJKvaaUutvsOIR7KaVilFK7zI5DuI9SKkwptVIptUop9Wnbc8FCiEFIPu9C2nnvNRj69jKQ6wWlVB4wVGv9udmxCLd7icvZV4V3mA/8Tmt9G3AauMPkeISbKKXeUkp9q5T6d7NjEW4jn3ch7bwXGix9exnI9UApZQP+BBQrpe41Ox7hPkqpmUADRuMuvITW+jWt9eq2f4wCzpoZj3APpdR3AB+t9WQgRSmVbnZMwvXk8+7dpJ33ToOpb9/jOXLeposD0NcBB4DfAj9WSiVqrf9gSnDCZbo6+B64FZiHkYFVDFJd3Xut9a+UUpOBCK31ZpNCE+41A/ig7edVGMfnHDUtGuFW8nn3Pm3baJ9F2nlv9EMGSd9eBnKddD4AXSn1KrBEa31aKfUu8ALGYehiEOnivv9v4DWt9XmllElRCXfofO8BlFJ2jM/5d90fkTBJEFDa9nM1xjE7wgvI591r/S+knfdWOQySvr1srezZMSCl7efxwPUOQReDx2zgX5VS64FspdSfTY5HuEnbLO2HwM+01vJ59x71XH5OJhhpH72CfN69mrTz3mvQ9O3l+IEeKKVCgOvHsmIAAADLSURBVKVADGAD7tNal17/t8RgopRar7WeYXYcwj2UUv8T+A9gd9tLr2ut/2piSMINlFI/BKK11i8ppX4JHNZaLzM7LuFa8nkXIO28txlMfXsZyAkhhPB6SqlQIB9YA/wPYJLWusbcqIQQQojuyUBOCCGEAJRSEcAcYIPWWrLYCSGE8GgykBNCCCGEEEKIAUYe5hZCCCGEEEKIAUYGckIIIYQQQggxwMhATgghhBBCCCEGGBnICSGEEEIIIcQAIwM5IYQQQgghhBhg/j/eV2YsJ9vidgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xa=np.linspace(-6,6,10000)\n",
    "fs=[sp.sin(x),sp.cos(x),sp.tan(x),1/sp.tan(x),1/sp.cos(x),1/sp.sin(x)]\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs[:3]},index=xa).plot(figsize=(15,5),ylim=(-2,2))\n",
    "pd.DataFrame(data={\"${}$\".format(sp.latex(f)):sp.lambdify(x,f)(xa) for f in fs[3:]},index=xa).plot(figsize=(15,5),ylim=(-2,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2.5.反三角函数\n",
    "反三角函数是一种基本初等函数,它是三角函数的反函数。由于基本三角函数具有周期性，所以反三角函数是多值函数。这种多值的反三角函数包括：反正弦函数、反余弦函数、反正切函数、反余切函数、反正割函数、反余割函数，分别记为Arcsin x，Arccos x，Arctan x，Arccot x，Arcsec x，Arccsc x。但是，在实函数中一般只研究单值函数，只把定义在包含锐角的单调区间上的基本三角函数的反函数，称为反三角函数，这是亦称反圆函数。\n",
    "\n",
    "为限制反三角函数为单值函数，将反正弦函数的值y限在-π/2≤y≤π/2，将y作为反正弦函数的主值，记为y=arcsin x；相应地，反余弦函数y=arccos x的主值限在0≤y≤π；反正切函数y=arctan x的主值限在-π/2<y<π/2；反余切函数y=arccot x的主值限在0<y<π。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1daac7809e8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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